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

cmd/go_migrate/main.go

@@ -118,7 +118,7 @@ func processMigrationJobs(
 
 	sourceTableAnalyzer := table_analyzers.NewMssqlTableAnalyzer(sourceDb)
 	targetTableAnalyzer := table_analyzers.NewPostgresTableAnalyzer(targetDb)
-	extractor := extractors.NewMssqlExtractor(sourceDb)
+	extractor := extractors.NewExtractor(sourceDb)
 	loader := loaders.NewGenericLoader(targetDb)
 
 	var azureClient *azure.Client

cmd/go_migrate/process.go

@@ -39,7 +39,7 @@ func processMigrationJob(
 	targetDbWrapper dbwrapper.DbWrapper,
 	sourceTableAnalyzer etl.TableAnalyzer,
 	targetTableAnalyzer etl.TableAnalyzer,
-	extractor etl.Extractor,
+	extractor extractors.GenericExtractor,
 	azureClient *azure.Client,
 	loader etl.Loader,
 	job config.Job,
@@ -110,12 +110,11 @@ func processMigrationJob(
 		log.Error("Unexpected error calculating batch ranges: ", err)
 	}
 
-	chJobErrors := make(chan custom_errors.JobError, job.QueueSize)
-	chExtractorErrors := make(chan custom_errors.ExtractorError, job.QueueSize)
-	chLoadersErrors := make(chan custom_errors.LoaderError, job.QueueSize)
-	chPartitions := make(chan models.Partition, job.QueueSize)
-	chBatchesRaw := make(chan models.Batch, job.QueueSize)
-	chBatchesTransformed := make(chan models.Batch, job.QueueSize)
+	chJobErrors := make(chan custom_errors.JobError, job.ExtractorQueueSize)
+	chLoadersErrors := make(chan custom_errors.LoaderError, job.ExtractorQueueSize)
+	chPartitions := make(chan models.Partition, job.ExtractorQueueSize)
+	chBatchesRaw := make(chan models.Batch, job.ExtractorQueueSize)
+	chBatchesTransformed := make(chan models.Batch, job.ExtractorQueueSize)
 
 	var wgActivePartitions sync.WaitGroup
 	var wgActiveBatches sync.WaitGroup
@@ -131,19 +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,
@@ -155,15 +145,14 @@ func processMigrationJob(
 
 	for range maxExtractors {
 		wgExtractors.Go(func() {
-			extractors.Consume(
+			extractor.Consume(
 				localCtx,
-				extractor,
 				job.SourceTable,
 				sourceColTypes,
-				job.BatchSize,
+				job.ExtractorBatchSize,
+				job.Retry,
 				chPartitions,
 				chBatchesRaw,
-				chExtractorErrors,
 				chJobErrors,
 				&wgActivePartitions,
 				&rowsRead,
@@ -217,8 +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)

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

internal/app/config/migration.go

@@ -25,15 +25,19 @@ type ToStorageConfig struct {
 }
 
 type JobConfig struct {
-	MaxExtractors       int         `yaml:"max_extractors"`
-	MaxLoaders          int         `yaml:"max_loaders"`
-	QueueSize           int         `yaml:"queue_size"`
-	BatchSize           int         `yaml:"batch_size"`
 	BatchesPerPartition     int         `yaml:"batches_per_partition"`
+	MaxExtractors           int         `yaml:"max_extractors"`
+	ExtractorBatchSize      int         `yaml:"extractor_batch_size"`
+	ExtractorQueueSize      int         `yaml:"extractor_queue_size"`
+	MaxTransformers         int         `yaml:"max_transformers"`
+	TransformerBatchSize    int         `yaml:"transformer_batch_size"`
+	TransformerQueueSize    int         `yaml:"transformer_queue_size"`
+	MaxLoaders              int         `yaml:"max_loaders"`
+	LoaderBatchSize         int         `yaml:"loader_batch_size"`
 	TruncateTarget          bool        `yaml:"truncate_target"`
 	TruncateMethod          string      `yaml:"truncate_method"`
 	MaxPartitionErrrors     int         `yaml:"max_partition_errrors"`
-	MaxChunkErrors      int         `yaml:"max_chunk_errors"`
+	MaxExtractorBatchErrors int         `yaml:"max_extractor_batch_errors"`
 	Retry                   RetryConfig `yaml:"retry"`
 	RowsPerPartition        int64
 	ToStorage               ToStorageConfig `yaml:"to_storage"`
@@ -97,7 +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{
@@ -108,7 +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 {
-		return &mssqlDbWrapper{dialect: "sqlserver"}
+	Register(dbdialects.SqlServer, func() DbWrapper {
+		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 {
-		return &postgresDbWrapper{dialect: "postgres"}
+	Register(dbdialects.Postgres, func() DbWrapper {
+		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

@@ -2,100 +2,41 @@ 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/etl"
+	dbwrapper "git.ksdemosapps.com/kylesoda/go-migrate/internal/app/db-wrapper"
 	"git.ksdemosapps.com/kylesoda/go-migrate/internal/app/models"
+	"github.com/google/uuid"
 )
 
-func Consume(
+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,
-	extractor etl.Extractor,
-	tableInfo config.SourceTableInfo,
-	columns []models.ColumnType,
+	partition *models.Partition,
 	batchSize int,
-	chPartitionsIn <-chan models.Partition,
+	batchRows []models.UnknownRowValues,
 	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",
-		}:
+) error {
+	if len(batchRows) == 0 {
+		return nil
 	}
 
-		return
-	}
-
-	for {
-		if ctx.Err() != nil {
-			return
-		}
-
-		select {
-		case <-ctx.Done():
-			return
-		case partition, ok := <-chPartitionsIn:
-			if !ok {
-				return
-			}
-
-			rowsReadResult, err := extractor.Exec(
-				ctx,
-				tableInfo,
-				columns,
-				batchSize,
-				partition,
-				indexPrimaryKey,
-				chBatchesOut,
-			)
-
-			if rowsReadResult > 0 {
-				atomic.AddInt64(rowsRead, int64(rowsReadResult))
-			}
-
-			if err != nil {
-				if exError, ok := errors.AsType[*custom_errors.ExtractorError](err); ok {
-					select {
-					case <-ctx.Done():
-						return
-					case chErrorsOut <- *exError:
-					}
-				} else if jobError, ok := errors.AsType[*custom_errors.JobError](err); ok {
-					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()
-		}
-	}
+	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

@@ -1,209 +0,0 @@
-package extractors
-
-import (
-	"context"
-	"database/sql"
-	"errors"
-	"fmt"
-	"strings"
-
-	"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,
-	isMaxInclusive bool,
-	hasMin bool,
-	hasMax 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 && (hasMin || hasMax) {
-		sbQuery.WriteString(" WHERE ")
-
-		if hasMin {
-			fmt.Fprintf(&sbQuery, "[%s]", tableInfo.PrimaryKey)
-			if isMinInclusive {
-				sbQuery.WriteString(" >=")
-			} else {
-				sbQuery.WriteString(" >")
-			}
-			sbQuery.WriteString(" @min")
-		}
-
-		if hasMin && hasMax {
-			sbQuery.WriteString(" AND ")
-		}
-
-		if hasMax {
-			fmt.Fprintf(&sbQuery, "[%s]", tableInfo.PrimaryKey)
-			if isMaxInclusive {
-				sbQuery.WriteString(" <=")
-			} else {
-				sbQuery.WriteString(" <")
-			}
-			sbQuery.WriteString(" @max")
-		}
-	}
-
-	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) Exec(
-	ctx context.Context,
-	tableInfo config.SourceTableInfo,
-	columns []models.ColumnType,
-	batchSize int,
-	partition models.Partition,
-	indexPrimaryKey int,
-	chBatchesOut chan<- models.Batch,
-) (int, error) {
-	hasMin := partition.HasRange && partition.Range.Min > 0
-	hasMax := partition.HasRange && partition.Range.Max > 0
-	query := buildExtractQueryMssql(tableInfo, columns, partition.HasRange, partition.Range.IsMinInclusive, partition.Range.IsMaxInclusive, hasMin, hasMax)
-
-	var queryArgs []any
-	if hasMin {
-		queryArgs = append(queryArgs, sql.Named("min", partition.Range.Min))
-	}
-	if hasMax {
-		queryArgs = append(queryArgs, 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
-}

internal/app/etl/extractors/postgres.go

@@ -1,157 +0,0 @@
-package extractors
-
-import (
-	"context"
-	"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,
-	includeRange bool,
-	isMinInclusive bool,
-	isMaxInclusive bool,
-	hasMin bool,
-	hasMax bool,
-) 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(", ")
-			}
-		}
-	}
-
-	query := fmt.Sprintf(`SELECT %s FROM "%s"."%s"`, sbColumns.String(), sourceDbInfo.Schema, sourceDbInfo.Table)
-
-	if includeRange && (hasMin || hasMax) {
-		query += " WHERE "
-		paramIdx := 1
-
-		if hasMin {
-			query += fmt.Sprintf(`"%s"`, sourceDbInfo.PrimaryKey)
-			if isMinInclusive {
-				query += " >="
-			} else {
-				query += " >"
-			}
-			query += fmt.Sprintf(" $%d", paramIdx)
-			paramIdx++
-		}
-
-		if hasMin && hasMax {
-			query += " AND "
-		}
-
-		if hasMax {
-			query += fmt.Sprintf(`"%s"`, sourceDbInfo.PrimaryKey)
-			if isMaxInclusive {
-				query += " <="
-			} else {
-				query += " <"
-			}
-			query += fmt.Sprintf(" $%d", paramIdx)
-		}
-	}
-
-	query += fmt.Sprintf(` ORDER BY "%s" ASC`, sourceDbInfo.PrimaryKey)
-
-	return query
-}
-
-func (postgresEx *PostgresExtractor) Exec(
-	ctx context.Context,
-	tableInfo config.SourceTableInfo,
-	columns []models.ColumnType,
-	batchSize int,
-	partition models.Partition,
-	indexPrimaryKey int,
-	chBatchesOut chan<- models.Batch,
-) (int, error) {
-	hasMin := partition.HasRange && partition.Range.Min > 0
-	hasMax := partition.HasRange && partition.Range.Max > 0
-	query := buildExtractQueryPostgres(tableInfo, columns, partition.HasRange, partition.Range.IsMinInclusive, partition.Range.IsMaxInclusive, hasMin, hasMax)
-
-	var queryArgs []any
-	if hasMin {
-		queryArgs = append(queryArgs, partition.Range.Min)
-	}
-	if hasMax {
-		queryArgs = append(queryArgs, partition.Range.Max)
-	}
-
-	rowsRead := 0
-	rows, err := postgresEx.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() {
-		values, err := rows.Values()
-		if err != nil {
-			return rowsRead, &custom_errors.ExtractorError{Partition: partition, HasLastId: false, Msg: err.Error()}
-		}
-		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, &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, nil
-		}
-	}
-
-	return rowsRead, nil
-}

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(
@@ -32,6 +33,7 @@ func PartitionRangeGenerator(
 	}
 
 	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
 	}
@@ -51,5 +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/types.go

@@ -10,7 +10,7 @@ import (
 )
 
 type Extractor interface {
-	Exec(
+	ProcessPartition(
 		ctx context.Context,
 		tableInfo config.SourceTableInfo,
 		columns []models.ColumnType,