refactor: enhance retry handling in extractor processes; unify backoff delay computation

.atl/skill-registry.md

@@ -0,0 +1,24 @@
+# Skill Registry — go-migrate
+
+Generated: 2026-04-21
+
+## Compact Rules
+
+### Go conventions
+- Use existing error wrapping pattern: `fmt.Errorf("context: %w", err)`
+- Channel-based pipeline — keep goroutine lifecycle clean (close channels in correct order)
+- No comments unless non-obvious WHY; no docstrings
+- Prefer named returns only when it aids clarity in short functions
+- Use `strings.EqualFold` for case-insensitive column name comparison
+
+### Project conventions
+- Config structs live in `internal/app/config/`
+- ETL interfaces live in `internal/app/etl/types.go`
+- Transformer implementations in `internal/app/etl/transformers/`
+- Azure operations via `internal/app/azure/main.go`
+- Per-job transformer creation (not shared) when job has storage config
+
+## User Skills
+| Trigger | Skill |
+|---------|-------|
+| sdd-* | SDD workflow skills |

.env.example

@@ -1,2 +1,12 @@
-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
-PG_TO_DB_URL=postgresql://postgres:password@localhost:5432/db
+TARGET_DB_URL=postgresql://postgres:password@localhost:5432/db
+
+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 +27,5 @@ go.work.sum
 
 # Editor/IDE
 # .idea/
-# .vscode/
+.vscode/
 .temp

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

@@ -5,12 +5,12 @@ import (
 	"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/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"
@@ -24,7 +24,7 @@ func main() {
 		log.Fatalf("error leyendo configuracion: %v", err)
 	}
 
-	log.Debugf("Config: %+v", migrationConfig)
+	// log.Debugf("Config: %+v", migrationConfig)
 
 	startTime := time.Now()
 
@@ -118,10 +118,18 @@ func processMigrationJobs(
 
 	sourceTableAnalyzer := table_analyzers.NewMssqlTableAnalyzer(sourceDb)
 	targetTableAnalyzer := table_analyzers.NewPostgresTableAnalyzer(targetDb)
-	extractor := extractors.NewMssqlExtractor(sourceDb)
+	extractor := extractors.NewExtractor(sourceDb)
-	transformer := transformers.NewMssqlTransformer()
 	loader := loaders.NewGenericLoader(targetDb)
 
+	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)
+		}
+	}
+
 	for i := range maxParallelWorkers {
 		wgJobs.Go(func() {
 			for job := range chJobs {
@@ -132,9 +140,10 @@ func processMigrationJobs(
 					sourceTableAnalyzer,
 					targetTableAnalyzer,
 					extractor,
-					transformer,
+					azureClient,
 					loader,
 					job,
+					targetDb.GetDialect(),
 				)
 
 				chJobResults <- res

cmd/go_migrate/process.go

@@ -7,26 +7,45 @@ 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/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 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,
 	job config.Job,
+	targetDbType string,
 ) models.JobResult {
+	transformer := transformers.NewMssqlTransformer(job.ToStorage, job.SourceTable, azureClient)
 	localCtx, cancel := context.WithCancel(ctx)
 	defer cancel()
 
@@ -66,7 +85,13 @@ 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
@@ -79,17 +104,17 @@ func processMigrationJob(
 		job.SourceTable.TableInfo,
 		job.SourceTable.PrimaryKey,
 		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, job.ExtractorQueueSize)
-	chExtractorErrors := make(chan custom_errors.ExtractorError, job.QueueSize)
+	chLoadersErrors := make(chan custom_errors.LoaderError, job.ExtractorQueueSize)
-	chLoadersErrors := make(chan custom_errors.LoaderError, job.QueueSize)
+	chPartitions := make(chan models.Partition, job.ExtractorQueueSize)
-	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.ExtractorQueueSize)
-	chBatchesTransformed := make(chan models.Batch, job.QueueSize)
 
 	var wgActivePartitions sync.WaitGroup
 	var wgActiveBatches sync.WaitGroup
@@ -105,19 +130,10 @@ func processMigrationJob(
 		}
 	}()
 
-	go custom_errors.ExtractorErrorHandler(
-		localCtx,
-		job.Retry,
-		job.MaxPartitionErrrors,
-		chExtractorErrors,
-		chPartitions,
-		chJobErrors,
-		&wgActivePartitions,
-	)
 	go custom_errors.LoaderErrorHandler(
 		localCtx,
 		job.Retry,
-		job.MaxChunkErrors,
+		job.MaxExtractorBatchErrors,
 		chLoadersErrors,
 		chBatchesTransformed,
 		chJobErrors,
@@ -129,14 +145,14 @@ func processMigrationJob(
 
 	for range maxExtractors {
 		wgExtractors.Go(func() {
-			extractor.Exec(
+			extractor.Consume(
 				localCtx,
 				job.SourceTable,
 				sourceColTypes,
-				job.BatchSize,
+				job.ExtractorBatchSize,
+				job.Retry,
 				chPartitions,
 				chBatchesRaw,
-				chExtractorErrors,
 				chJobErrors,
 				&wgActivePartitions,
 				&rowsRead,
@@ -190,8 +206,6 @@ func processMigrationJob(
 		log.Debugf("wgActivePartitions is empty (%v)", job.Name)
 		close(chPartitions)
 		log.Debugf("chPartitions is closed (%v)", job.Name)
-		close(chExtractorErrors)
-		log.Debugf("chExtractorErrors is closed (%v)", job.Name)
 
 		wgExtractors.Wait()
 		log.Debugf("wgExtractors is empty (%v)", job.Name)
@@ -214,7 +228,7 @@ func processMigrationJob(
 		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

config.yaml

@@ -3,15 +3,19 @@ source_db_type: sqlserver
 target_db_type: postgres
 
 defaults:
-  max_extractors: 2
-  max_loaders: 4
-  queue_size: 8
-  batch_size: 25000
   batches_per_partition: 8
+  max_extractors: 2
+  extractor_batch_size: 25000
+  extractor_queue_size: 8
+  max_transformers: 2
+  transformer_batch_size: 25000
+  transformer_queue_size: 8
+  max_loaders: 4
+  loader_batch_size: 25000
   truncate_target: true
   truncate_method: TRUNCATE # TRUNCATE | DELETE
   max_partition_errrors: 5
-  max_chunk_errors: 5
+  max_extractor_batch_errors: 5
   retry:
     attempts: 3
     base_delay_ms: 500
@@ -28,9 +32,8 @@ jobs:
     target:
       schema: Cartografia
       table: MANZANA
-    pre_sql: 
+      pre_sql: 
-      - 'SELECT 1'
+        - 'SELECT 1'
-      # - 'TRUNCATE TABLE "Cartografia"."MANZANA"'
     range:
       min: 1000000
       max: 2000000
@@ -46,8 +49,30 @@ jobs:
     target:
       schema: Red
       table: PUERTO
-    pre_sql: 
+      pre_sql: 
-      - 'SELECT 1'
+        - 'SELECT 1'
-      # - 'TRUNCATE TABLE "Red"."PUERTO"'
+      post_sql: 
-    post_sql: 
+        - "SELECT 1"
-      - "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
+    max_extractors: 8
+    max_loaders: 4
+    queue_size: 32
+    batch_size: 1
+    retry:
+      attempts: 5
+      base_delay_ms: 1000
+      max_delay_ms: 15000
+      max_jitter_ms: 500

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 +1,87 @@
+package azure
+
+import (
+	"context"
+	"errors"
+	"fmt"
+	"net/url"
+
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/config"
+	"github.com/Azure/azure-sdk-for-go/sdk/storage/azblob"
+)
+
+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) UploadAndGetURL(ctx context.Context, blobPath string, buffer []byte) (string, error) {
+	if blobPath == "" || buffer == nil {
+		return "", ErrInvalidInput
+	}
+
+	fullPath := blobPath
+	if c.azureStorageConfig.Prefix != "" {
+		fullPath, _ = url.JoinPath(c.azureStorageConfig.Prefix, blobPath)
+	}
+
+	if err := c.UploadBuffer(ctx, c.azureStorageConfig.Container, fullPath, buffer); err != nil {
+		return "", err
+	}
+
+	blobEndpoint, _ := url.JoinPath(c.azureStorageConfig.ServiceURL, c.azureStorageConfig.AccountName)
+	blobURL, _ := url.JoinPath(blobEndpoint, c.azureStorageConfig.Container, fullPath)
+	return blobURL, nil
+}

internal/app/config/main.go

@@ -1,41 +1,41 @@
 package config
 
 import (
-	"os"
+	"github.com/ilyakaznacheev/cleanenv"
-
-	"github.com/joho/godotenv"
 	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" env-required:"true"`
-	if err != nil {
+	TargetDbUrl  string `env:"TARGET_DB_URL" env-required:"true"`
-		log.Warn("Warning: could not load .env file")
+	LogLevel     string `env:"LOG_LEVEL" env-default:"INFO"`
-	}
+	AzureStorage AzureStorageConfig
 }
 
 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

@@ -14,18 +14,33 @@ type RetryConfig struct {
 	MaxJitterMs int `yaml:"max_jitter_ms"`
 }
 
+type ToStorageColumnConfig struct {
+	Source string `yaml:"source"`
+	Target string `yaml:"target"`
+	Mode   string `yaml:"mode"`
+}
+
+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"`
+	TruncateTarget          bool        `yaml:"truncate_target"`
-	RowsPerPartition    int64
+	TruncateMethod          string      `yaml:"truncate_method"`
+	MaxPartitionErrrors     int         `yaml:"max_partition_errrors"`
+	MaxExtractorBatchErrors int         `yaml:"max_extractor_batch_errors"`
+	Retry                   RetryConfig `yaml:"retry"`
+	RowsPerPartition        int64
+	ToStorage               ToStorageConfig `yaml:"to_storage"`
 }
 
 type TableInfo struct {
@@ -33,29 +48,31 @@ type TableInfo struct {
 	Table  string `yaml:"table"`
 }
 
-type TargetTableInfo struct {
-	TableInfo `yaml:",inline"`
-}
-
 type SourceTableInfo struct {
 	TableInfo  `yaml:",inline"`
 	PrimaryKey string `yaml:"primary_key"`
 }
 
+type TargetTableInfo struct {
+	TableInfo `yaml:",inline"`
+	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 {
 	Name        string          `yaml:"name"`
 	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 +101,7 @@ 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 +112,7 @@ 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

@@ -6,7 +6,7 @@ import (
 	"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
 	}

internal/app/custom_errors/extractor.error.go

@@ -1,13 +1,7 @@
 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"
-	"github.com/google/uuid"
 )
 
 type ExtractorError struct {
@@ -20,100 +14,3 @@ type ExtractorError struct {
 func (e *ExtractorError) Error() string {
 	return e.Msg
 }
-
-func ExtractorErrorHandler(
-	ctx context.Context,
-	retryConfig config.RetryConfig,
-	maxPartitionErrors int,
-	chErrorsIn <-chan ExtractorError,
-	chPartitionsOut chan<- models.Partition,
-	chJobErrorsOut chan<- JobError,
-	wgActivePartitions *sync.WaitGroup,
-) {
-	definitiveErrors := 0
-
-	for {
-		if ctx.Err() != nil {
-			return
-		}
-
-		select {
-		case <-ctx.Done():
-			return
-
-		case err, ok := <-chErrorsIn:
-			if !ok {
-				return
-			}
-
-			if err.Partition.RetryCounter >= retryConfig.Attempts {
-				wgActivePartitions.Done()
-				definitiveErrors++
-				jobError := JobError{
-					ShouldCancelJob: false,
-					Msg:             fmt.Sprintf("Partition %v reached max retries (%d)", err.Partition.Id, retryConfig.Attempts),
-					Prev:            &err,
-				}
-
-				select {
-				case chJobErrorsOut <- jobError:
-				case <-ctx.Done():
-					return
-				}
-
-				if maxPartitionErrors > 0 && definitiveErrors >= maxPartitionErrors {
-					fatalError := JobError{
-						ShouldCancelJob: true,
-						Msg:             fmt.Sprintf("Partition error limit reached (%d)", maxPartitionErrors),
-						Prev:            &err,
-					}
-
-					select {
-					case chJobErrorsOut <- fatalError:
-					case <-ctx.Done():
-						return
-					}
-				}
-
-				continue
-			} else {
-				jobError := JobError{
-					ShouldCancelJob: false,
-					Msg:             fmt.Sprintf("Temporal error in partition %v (retries: %d)", err.Partition.Id, err.Partition.RetryCounter),
-					Prev:            &err,
-				}
-
-				select {
-				case chJobErrorsOut <- jobError:
-				case <-ctx.Done():
-					return
-				}
-			}
-
-			newPartition := err.Partition
-			newPartition.RetryCounter++
-
-			delay := computeBackoffDelay(
-				newPartition.RetryCounter,
-				retryConfig.BaseDelayMs,
-				retryConfig.MaxDelayMs,
-				retryConfig.MaxJitterMs,
-			)
-
-			if err.HasLastId {
-				newPartition.ParentId = err.Partition.Id
-				newPartition.Id = uuid.New()
-				newPartition.Range.Min = err.LastId
-				newPartition.Range.IsMinInclusive = false
-			}
-
-			requeueWithBackoff(ctx, delay, func() {
-				select {
-				case chPartitionsOut <- newPartition:
-				case <-ctx.Done():
-					return
-				}
-			})
-		}
-	}
-}

internal/app/custom_errors/loader.error.go

@@ -88,7 +88,7 @@ func LoaderErrorHandler(
 			}
 
 			err.Batch.RetryCounter++
-			delay := computeBackoffDelay(
+			delay := ComputeBackoffDelay(
 				err.Batch.RetryCounter,
 				retryConfig.BaseDelayMs,
 				retryConfig.MaxDelayMs,

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 +4,15 @@ import (
 	"context"
 	"database/sql"
 	"fmt"
+	"strings"
 
+	dbdialects "git.ksdemosapps.com/kylesoda/go-migrate/internal/app/db-wrapper/db_dialects"
 	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 +176,74 @@ func (mw *mssqlDbWrapper) SaveMassive(ctx context.Context, schema string, table
 
 	return rowsAffected, nil
 }
+
+func (mw *mssqlDbWrapper) 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 {
+			fmt.Fprintf(&sbQuery, "[%s]", col.Name())
+
+			switch col.Type() {
+			case "GEOMETRY":
+				fmt.Fprintf(&sbQuery, ".STAsBinary() AS [%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 ")
+
+		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)
+
+	queryString := sbQuery.String()
+
+	// 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...)
+}

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 +3,8 @@ package dbwrapper
 import (
 	"context"
 	"errors"
+
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
 )
 
 var MethodNotSupported error = errors.New("Method not supported by driver... yet :P")
@@ -24,6 +26,21 @@ 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
+}
+
 type DbWrapper interface {
 	Close() error
 	Connect(ctx context.Context, dbUrl string) error
@@ -32,4 +49,5 @@ 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

@@ -0,0 +1,94 @@
+package extractors
+
+import (
+	"context"
+	"errors"
+	"slices"
+	"strings"
+	"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/sirupsen/logrus"
+)
+
+func (ex *GenericExtractor) Consume(
+	ctx context.Context,
+	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,
+) {
+	indexPrimaryKey := slices.IndexFunc(columns, func(col models.ColumnType) bool {
+		return strings.EqualFold(col.Name(), tableInfo.PrimaryKey)
+	})
+
+	if indexPrimaryKey == -1 {
+		select {
+		case <-ctx.Done():
+			return
+		case chErrorsOut <- custom_errors.JobError{
+			ShouldCancelJob: true,
+			Msg:             "Primary key not found in provided columns",
+		}:
+		}
+
+		return
+	}
+
+	for {
+		if ctx.Err() != nil {
+			return
+		}
+
+		select {
+		case <-ctx.Done():
+			return
+		case partition, ok := <-chPartitionsIn:
+			if !ok {
+				return
+			}
+
+			rowsReadResult, err := ex.ProcessPartitionWithRetries(
+				ctx,
+				tableInfo,
+				columns,
+				batchSize,
+				partition,
+				indexPrimaryKey,
+				retryConfig,
+				chBatchesOut,
+			)
+			wgActivePartitions.Done()
+
+			if rowsReadResult > 0 {
+				current := atomic.LoadInt64(rowsRead)
+				logrus.Debugf("Rows read: +%v [current=%v] (%s.%s)", rowsReadResult, current, tableInfo.Schema, tableInfo.Table)
+				atomic.AddInt64(rowsRead, int64(rowsReadResult))
+			}
+
+			if err != nil {
+				if jobError, ok := errors.AsType[*custom_errors.JobError](err); ok {
+					select {
+					case <-ctx.Done():
+						return
+					case chErrorsOut <- *jobError:
+					}
+				} else {
+					select {
+					case <-ctx.Done():
+						return
+					case chErrorsOut <- custom_errors.JobError{ShouldCancelJob: false, Msg: err.Error(), Prev: err}:
+					}
+				}
+			}
+		}
+	}
+}

internal/app/etl/extractors/main.go

@@ -0,0 +1,42 @@
+package extractors
+
+import (
+	"context"
+
+	dbwrapper "git.ksdemosapps.com/kylesoda/go-migrate/internal/app/db-wrapper"
+	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
+	"github.com/google/uuid"
+)
+
+type GenericExtractor struct {
+	db dbwrapper.DbWrapper
+}
+
+func NewExtractor(db dbwrapper.DbWrapper) GenericExtractor {
+	return GenericExtractor{db: db}
+}
+
+func sendBatch(ctx context.Context, chBatchesOut chan<- models.Batch, batch models.Batch) error {
+	select {
+	case chBatchesOut <- batch:
+		return nil
+	case <-ctx.Done():
+		return ctx.Err()
+	}
+}
+
+func flush(
+	ctx context.Context,
+	partition *models.Partition,
+	batchSize int,
+	batchRows []models.UnknownRowValues,
+	chBatchesOut chan<- models.Batch,
+) error {
+	if len(batchRows) == 0 {
+		return nil
+	}
+
+	batch := models.Batch{Id: uuid.New(), PartitionId: partition.Id, Rows: batchRows}
+	batchRows = make([]models.UnknownRowValues, 0, batchSize)
+	return sendBatch(ctx, chBatchesOut, batch)
+}

internal/app/etl/extractors/mssql.go

@@ -1,277 +0,0 @@
-package extractors
-
-import (
-	"context"
-	"database/sql"
-	"errors"
-	"fmt"
-	"slices"
-	"strings"
-	"sync"
-	"sync/atomic"
-
-	"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/etl"
-	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
-	"github.com/google/uuid"
-)
-
-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 errorFromLastRow(
-	lastRow models.UnknownRowValues,
-	indexPrimaryKey int,
-	partition models.Partition,
-	previousError error,
-) *custom_errors.ExtractorError {
-	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 (mssqlEx *MssqlExtractor) ProcessPartition(
-	ctx context.Context,
-	tableInfo config.SourceTableInfo,
-	columns []models.ColumnType,
-	batchSize int,
-	partition models.Partition,
-	indexPrimaryKey int,
-	chBatchesOut chan<- models.Batch,
-) (int, 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),
-		)
-	}
-
-	rowsRead := 0
-	rows, err := mssqlEx.db.Query(ctx, query, queryArgs...)
-	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() {
-		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, &custom_errors.ExtractorError{Partition: partition, HasLastId: false, Msg: err.Error()}
-			}
-
-			lastRow := batchRows[len(batchRows)-1]
-
-			select {
-			case chBatchesOut <- models.Batch{Id: uuid.New(), PartitionId: partition.Id, Rows: batchRows, RetryCounter: 0}:
-			case <-ctx.Done():
-				return rowsRead, ctx.Err()
-			}
-
-			return rowsRead, errorFromLastRow(lastRow, indexPrimaryKey, partition, err)
-		}
-		rowsRead++
-
-		batchRows = append(batchRows, rowValues)
-		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 {
-		if errors.Is(err, ctx.Err()) {
-			return rowsRead, ctx.Err()
-		}
-
-		if len(batchRows) > 0 {
-			lastRow := batchRows[len(batchRows)-1]
-			return rowsRead, errorFromLastRow(lastRow, indexPrimaryKey, partition, err)
-		}
-
-		return rowsRead, &custom_errors.ExtractorError{Partition: partition, HasLastId: false, Msg: err.Error()}
-	}
-
-	if len(batchRows) > 0 {
-		select {
-		case chBatchesOut <- models.Batch{Id: uuid.New(), PartitionId: partition.Id, Rows: batchRows, RetryCounter: 0}:
-		case <-ctx.Done():
-			return rowsRead, ctx.Err()
-		}
-	}
-
-	return rowsRead, nil
-}
-
-func (mssqlEx *MssqlExtractor) Exec(
-	ctx context.Context,
-	tableInfo config.SourceTableInfo,
-	columns []models.ColumnType,
-	batchSize int,
-	chPartitionsIn <-chan models.Partition,
-	chBatchesOut chan<- models.Batch,
-	chErrorsOut chan<- custom_errors.ExtractorError,
-	chJobErrorsOut chan<- custom_errors.JobError,
-	wgActivePartitions *sync.WaitGroup,
-	rowsRead *int64,
-) {
-	indexPrimaryKey := slices.IndexFunc(columns, func(col models.ColumnType) bool {
-		return strings.EqualFold(col.Name(), tableInfo.PrimaryKey)
-	})
-
-	if indexPrimaryKey == -1 {
-		select {
-		case <-ctx.Done():
-			return
-		case chJobErrorsOut <- custom_errors.JobError{
-			ShouldCancelJob: true,
-			Msg:             "Primary key not found in provided columns",
-		}:
-		}
-
-		return
-	}
-
-	for {
-		if ctx.Err() != nil {
-			return
-		}
-
-		select {
-		case <-ctx.Done():
-			return
-		case partition, ok := <-chPartitionsIn:
-			if !ok {
-				return
-			}
-
-			rowsReadResult, err := mssqlEx.ProcessPartition(
-				ctx,
-				tableInfo,
-				columns,
-				batchSize,
-				partition,
-				indexPrimaryKey,
-				chBatchesOut,
-			)
-
-			if rowsReadResult > 0 {
-				atomic.AddInt64(rowsRead, int64(rowsReadResult))
-			}
-
-			if err != nil {
-				var exError *custom_errors.ExtractorError
-				var jobError *custom_errors.JobError
-				if errors.As(err, &exError) {
-					select {
-					case <-ctx.Done():
-						return
-					case chErrorsOut <- *exError:
-					}
-				} else if errors.As(err, &jobError) {
-					select {
-					case <-ctx.Done():
-						return
-					case chJobErrorsOut <- *jobError:
-					}
-				} else {
-					select {
-					case <-ctx.Done():
-						return
-					case chErrorsOut <- custom_errors.ExtractorError{Partition: partition, Msg: err.Error()}:
-					}
-				}
-
-				continue
-			}
-
-			wgActivePartitions.Done()
-		}
-	}
-}

internal/app/etl/extractors/postgres.go

@@ -1,125 +0,0 @@
-package extractors
-
-import (
-	"context"
-	"errors"
-	"fmt"
-	"strings"
-	"sync"
-
-	"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) ProcessPartition(
-	ctx context.Context,
-	tableInfo config.SourceTableInfo,
-	columns []models.ColumnType,
-	batchSize int,
-	partition models.Partition,
-	indexPrimaryKey int,
-	chBatchesOut chan<- models.Batch,
-) (int, error) {
-	query := buildExtractQueryPostgres(tableInfo, columns)
-
-	if partition.HasRange {
-		return 0, errors.New("Batch config not yet supported")
-	}
-
-	rowsRead := 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
-}
-
-func (postgresEx *PostgresExtractor) Exec(
-	ctx context.Context,
-	tableInfo config.SourceTableInfo,
-	columns []models.ColumnType,
-	batchSize int,
-	chPartitionsIn <-chan models.Partition,
-	chBatchesOut chan<- models.Batch,
-	chErrorsOut chan<- custom_errors.ExtractorError,
-	chJobErrorsOut chan<- custom_errors.JobError,
-	wgActivePartitions *sync.WaitGroup,
-	rowsRead *int64,
-) {
-}

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

@@ -0,0 +1,75 @@
+package extractors
+
+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"
+	"github.com/google/uuid"
+	// "github.com/sirupsen/logrus"
+)
+
+func (ex *GenericExtractor) ProcessPartitionWithRetries(
+	ctx context.Context,
+	tableInfo config.SourceTableInfo,
+	columns []models.ColumnType,
+	batchSize int,
+	partition models.Partition,
+	indexPrimaryKey int,
+	retryConfig config.RetryConfig,
+	chBatchesOut chan<- models.Batch,
+) (int64, error) {
+	var totalRowsRead int64
+	currentParitition := partition
+
+	for {
+		rowsRead, err := ex.ProcessPartition(
+			ctx,
+			tableInfo,
+			columns,
+			batchSize,
+			currentParitition,
+			indexPrimaryKey,
+			chBatchesOut,
+		)
+		// logrus.Debugf("Partition %v finished processing (%s.%s)", partition.Id, tableInfo.Schema, tableInfo.Table)
+		totalRowsRead += rowsRead
+
+		if err == nil {
+			return totalRowsRead, nil
+		}
+
+		if exError, ok := errors.AsType[*custom_errors.ExtractorError](err); ok {
+			currentParitition.RetryCounter++
+
+			if currentParitition.RetryCounter >= retryConfig.Attempts {
+				return totalRowsRead, &custom_errors.JobError{
+					Msg:  fmt.Sprintf("Partition %v reached max retries", exError.Partition.Id),
+					Prev: err,
+				}
+			}
+
+			if exError.HasLastId {
+				currentParitition.ParentId = exError.Partition.Id
+				currentParitition.Id = uuid.New()
+				currentParitition.Range.Min = exError.LastId
+				currentParitition.Range.IsMinInclusive = false
+			}
+
+			delay := custom_errors.ComputeBackoffDelay(
+				currentParitition.RetryCounter,
+				retryConfig.BaseDelayMs,
+				retryConfig.MaxDelayMs,
+				retryConfig.MaxJitterMs,
+			)
+			time.Sleep(delay)
+			continue
+		}
+
+		return totalRowsRead, err
+	}
+}

internal/app/etl/extractors/process.go

@@ -0,0 +1,116 @@
+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,
+) (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,
+		},
+	}
+
+	// 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
+
+	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, &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, rowValues)
+		if len(batchRows) >= batchSize {
+			// logrus.Debugf("Batch size reached, flushing batch with %v rows (rowsRead=%v)", len(batchRows), rowsRead)
+			if err := flush(ctx, &partition, 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, &partition, batchSize, batchRows, chBatchesOut); err != nil {
+		return rowsRead, err
+	}
+
+	return rowsRead, rows.Err()
+}

internal/app/etl/table_analyzers/main.go

@@ -7,6 +7,7 @@ import (
 	"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(
@@ -15,8 +16,24 @@ func PartitionRangeGenerator(
 	tableInfo config.TableInfo,
 	partitionColumn string,
 	rowsPerPartition int64,
+	jobRange config.RangeConfig,
 ) ([]models.Partition, error) {
+	if jobRange.Min > 0 {
+		return []models.Partition{{
+			Id:           uuid.New(),
+			HasRange:     true,
+			RetryCounter: 0,
+			Range: models.PartitionRange{
+				Min:            jobRange.Min,
+				Max:            jobRange.Max,
+				IsMinInclusive: jobRange.IsMinInclusive,
+				IsMaxInclusive: jobRange.IsMaxInclusive,
+			},
+		}}, nil
+	}
+
 	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
 	}
@@ -36,5 +53,7 @@ func PartitionRangeGenerator(
 		return nil, err
 	}
 
+	// logrus.Debugf("Partitions: %+v (%s.%s)", partitions, tableInfo.Schema, tableInfo.Table)
+
 	return partitions, nil
 }

internal/app/etl/table_analyzers/mssql.go

@@ -234,6 +234,7 @@ ORDER BY batch_id`,
 			RetryCounter: 0,
 			Range: models.PartitionRange{
 				IsMinInclusive: true,
+				IsMaxInclusive: true,
 			},
 		}
 

internal/app/etl/transformers/mssql.go

@@ -3,18 +3,32 @@ package transformers
 import (
 	"context"
 	"errors"
+	"fmt"
+	"strings"
 	"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/custom_errors"
 	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/etl"
 	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
+	"github.com/google/uuid"
+	log "github.com/sirupsen/logrus"
 )
 
-type MssqlTransformer struct{}
+type MssqlTransformer struct {
+	toStorage   config.ToStorageConfig
+	sourceTable config.SourceTableInfo
+	azureClient *azure.Client
+}
 
-func NewMssqlTransformer() etl.Transformer {
+func NewMssqlTransformer(toStorage config.ToStorageConfig, sourceTable config.SourceTableInfo, azureClient *azure.Client) etl.Transformer {
-	return &MssqlTransformer{}
+	return &MssqlTransformer{
+		toStorage:   toStorage,
+		sourceTable: sourceTable,
+		azureClient: azureClient,
+	}
 }
 
 func computeTransformationPlan(columns []models.ColumnType) []etl.ColumnTransformPlan {
@@ -60,6 +74,65 @@ func computeTransformationPlan(columns []models.ColumnType) []etl.ColumnTransfor
 	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" {
+			log.Warnf("to_storage: unsupported mode %q for column %s — skipping", storageCol.Mode, storageCol.Source)
+			continue
+		}
+
+		idx, ok := colIndex[strings.ToUpper(storageCol.Source)]
+		if !ok {
+			log.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 {
+					log.Warnf("to_storage: expected []byte for %s.%s.%s, got %T — passing through",
+						schema, table, sourceColName, v)
+					return v, nil
+				}
+				start := time.Now()
+				blobPath := fmt.Sprintf("%s/%s/%s", schema, table, uuid.New().String())
+				blobURL, err := azureClient.UploadAndGetURL(ctx, blobPath, b)
+				if err != nil {
+					return nil, fmt.Errorf("uploading %s.%s.%s: %w", schema, table, sourceColName, err)
+				}
+				log.Debugf(`Succesfully uploaded "%s", (%vms)`, blobURL, time.Since(start).Milliseconds())
+				return blobURL, nil
+			},
+		})
+	}
+	return plan
+}
+
 const processBatchCtxCheck = 4096
 
 func (mssqlTr *MssqlTransformer) ProcessBatch(
@@ -100,6 +173,8 @@ func (mssqlTr *MssqlTransformer) Exec(
 	wgActiveBatches *sync.WaitGroup,
 ) {
 	transformationPlan := computeTransformationPlan(columns)
+	storagePlan := computeStorageTransformationPlan(ctx, mssqlTr.azureClient, mssqlTr.toStorage, columns, mssqlTr.sourceTable)
+	transformationPlan = append(transformationPlan, storagePlan...)
 
 	for {
 		if ctx.Err() != nil {

internal/app/etl/types.go

@@ -19,19 +19,6 @@ type Extractor interface {
 		indexPrimaryKey int,
 		chBatchesOut chan<- models.Batch,
 	) (int, error)
-
-	Exec(
-		ctx context.Context,
-		tableInfo config.SourceTableInfo,
-		columns []models.ColumnType,
-		batchSize int,
-		chPartitionsIn <-chan models.Partition,
-		chBatchesOut chan<- models.Batch,
-		chErrorsOut chan<- custom_errors.ExtractorError,
-		chJobErrorsOut chan<- custom_errors.JobError,
-		wgActivePartitions *sync.WaitGroup,
-		rowsRead *int64,
-	)
 }
 
 type TransformerFunc func(any) (any, error)

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()
+}