Feat: Parallelize replication from PG -> External (#2637)

* feat: chunking query * feat: first pass at range chunking * fix: bug bashing * fix: function geq * fix: use maps.Copy * fix: olap func * feat: olap side * refactor: external id * fix: order by * feat: wire up env vars * fix: pass var through * fix: naming * fix: append to returnErr properly * fix: use eg.Go
2025-12-16 14:25:58 -06:00 · 2025-12-10 17:11:03 -05:00
parent fe1bf7d356
commit 0a947924fa
12 changed files with 687 additions and 180 deletions
--- a/cmd/hatchet-migrate/migrate/migrations/20251210193031_v1_0_58.sql
+++ b/cmd/hatchet-migrate/migrate/migrations/20251210193031_v1_0_58.sql
@@ -0,0 +1,193 @@
+-- +goose Up
+-- +goose StatementBegin
+CREATE OR REPLACE FUNCTION list_paginated_payloads_for_offload(
+    partition_date date,
+    limit_param int,
+    last_tenant_id uuid,
+    last_inserted_at timestamptz,
+    last_id bigint,
+    last_type v1_payload_type
+) RETURNS TABLE (
+    tenant_id UUID,
+    id BIGINT,
+    inserted_at TIMESTAMPTZ,
+    external_id UUID,
+    type v1_payload_type,
+    location v1_payload_location,
+    external_location_key TEXT,
+    inline_content JSONB,
+    updated_at TIMESTAMPTZ
+)
+    LANGUAGE plpgsql AS
+$$
+DECLARE
+    partition_date_str varchar;
+    source_partition_name varchar;
+    query text;
+BEGIN
+    IF partition_date IS NULL THEN
+        RAISE EXCEPTION 'partition_date parameter cannot be NULL';
+    END IF;
+
+    SELECT to_char(partition_date, 'YYYYMMDD') INTO partition_date_str;
+    SELECT format('v1_payload_%s', partition_date_str) INTO source_partition_name;
+
+    IF NOT EXISTS (SELECT 1 FROM pg_tables WHERE tablename = source_partition_name) THEN
+        RAISE EXCEPTION 'Partition % does not exist', source_partition_name;
+    END IF;
+
+    query := format('
+        SELECT tenant_id, id, inserted_at, external_id, type, location,
+               external_location_key, inline_content, updated_at
+        FROM %I
+        WHERE (tenant_id, inserted_at, id, type) >= ($1, $2, $3, $4)
+        ORDER BY tenant_id, inserted_at, id, type
+        LIMIT $5
+    ', source_partition_name);
+
+    RETURN QUERY EXECUTE query USING last_tenant_id, last_inserted_at, last_id, last_type, limit_param;
+END;
+$$;
+
+CREATE OR REPLACE FUNCTION list_paginated_olap_payloads_for_offload(
+    partition_date date,
+    limit_param int,
+    last_tenant_id uuid,
+    last_external_id uuid,
+    last_inserted_at timestamptz
+) RETURNS TABLE (
+    tenant_id UUID,
+    external_id UUID,
+    location v1_payload_location_olap,
+    external_location_key TEXT,
+    inline_content JSONB,
+    inserted_at TIMESTAMPTZ,
+    updated_at TIMESTAMPTZ
+)
+    LANGUAGE plpgsql AS
+$$
+DECLARE
+    partition_date_str varchar;
+    source_partition_name varchar;
+    query text;
+BEGIN
+    IF partition_date IS NULL THEN
+        RAISE EXCEPTION 'partition_date parameter cannot be NULL';
+    END IF;
+
+    SELECT to_char(partition_date, 'YYYYMMDD') INTO partition_date_str;
+    SELECT format('v1_payloads_olap_%s', partition_date_str) INTO source_partition_name;
+
+    IF NOT EXISTS (SELECT 1 FROM pg_tables WHERE tablename = source_partition_name) THEN
+        RAISE EXCEPTION 'Partition % does not exist', source_partition_name;
+    END IF;
+
+    query := format('
+        SELECT tenant_id, external_id, location, external_location_key, inline_content, inserted_at, updated_at
+        FROM %I
+        WHERE (tenant_id, external_id, inserted_at) >= ($1, $2, $3)
+        ORDER BY tenant_id, external_id, inserted_at
+        LIMIT $4
+    ', source_partition_name);
+
+    RETURN QUERY EXECUTE query USING last_tenant_id, last_external_id, last_inserted_at, limit_param;
+END;
+$$;
+-- +goose StatementEnd
+
+-- +goose Down
+-- +goose StatementBegin
+CREATE OR REPLACE FUNCTION list_paginated_payloads_for_offload(
+    partition_date date,
+    limit_param int,
+    last_tenant_id uuid,
+    last_inserted_at timestamptz,
+    last_id bigint,
+    last_type v1_payload_type
+) RETURNS TABLE (
+    tenant_id UUID,
+    id BIGINT,
+    inserted_at TIMESTAMPTZ,
+    external_id UUID,
+    type v1_payload_type,
+    location v1_payload_location,
+    external_location_key TEXT,
+    inline_content JSONB,
+    updated_at TIMESTAMPTZ
+)
+    LANGUAGE plpgsql AS
+$$
+DECLARE
+    partition_date_str varchar;
+    source_partition_name varchar;
+    query text;
+BEGIN
+    IF partition_date IS NULL THEN
+        RAISE EXCEPTION 'partition_date parameter cannot be NULL';
+    END IF;
+
+    SELECT to_char(partition_date, 'YYYYMMDD') INTO partition_date_str;
+    SELECT format('v1_payload_%s', partition_date_str) INTO source_partition_name;
+
+    IF NOT EXISTS (SELECT 1 FROM pg_tables WHERE tablename = source_partition_name) THEN
+        RAISE EXCEPTION 'Partition % does not exist', source_partition_name;
+    END IF;
+
+    query := format('
+        SELECT tenant_id, id, inserted_at, external_id, type, location,
+               external_location_key, inline_content, updated_at
+        FROM %I
+        WHERE (tenant_id, inserted_at, id, type) > ($1, $2, $3, $4)
+        ORDER BY tenant_id, inserted_at, id, type
+        LIMIT $5
+    ', source_partition_name);
+
+    RETURN QUERY EXECUTE query USING last_tenant_id, last_inserted_at, last_id, last_type, limit_param;
+END;
+$$;
+
+CREATE OR REPLACE FUNCTION list_paginated_olap_payloads_for_offload(
+    partition_date date,
+    limit_param int,
+    last_tenant_id uuid,
+    last_external_id uuid,
+    last_inserted_at timestamptz
+) RETURNS TABLE (
+    tenant_id UUID,
+    external_id UUID,
+    location v1_payload_location_olap,
+    external_location_key TEXT,
+    inline_content JSONB,
+    inserted_at TIMESTAMPTZ,
+    updated_at TIMESTAMPTZ
+)
+    LANGUAGE plpgsql AS
+$$
+DECLARE
+    partition_date_str varchar;
+    source_partition_name varchar;
+    query text;
+BEGIN
+    IF partition_date IS NULL THEN
+        RAISE EXCEPTION 'partition_date parameter cannot be NULL';
+    END IF;
+
+    SELECT to_char(partition_date, 'YYYYMMDD') INTO partition_date_str;
+    SELECT format('v1_payloads_olap_%s', partition_date_str) INTO source_partition_name;
+
+    IF NOT EXISTS (SELECT 1 FROM pg_tables WHERE tablename = source_partition_name) THEN
+        RAISE EXCEPTION 'Partition % does not exist', source_partition_name;
+    END IF;
+
+    query := format('
+        SELECT tenant_id, external_id, location, external_location_key, inline_content, inserted_at, updated_at
+        FROM %I
+        WHERE (tenant_id, external_id, inserted_at) > ($1, $2, $3)
+        ORDER BY tenant_id, external_id, inserted_at
+        LIMIT $4
+    ', source_partition_name);
+
+    RETURN QUERY EXECUTE query USING last_tenant_id, last_external_id, last_inserted_at, limit_param;
+END;
+$$;
+-- +goose StatementEnd
--- a/internal/services/controllers/v1/olap/controller.go
+++ b/internal/services/controllers/v1/olap/controller.go
@@ -865,7 +865,7 @@ func (oc *OLAPControllerImpl) processPayloadExternalCutovers(ctx context.Context
 		oc.l.Debug().Msgf("payload external cutover: processing external cutover payloads")

 		p := oc.repo.Payloads()
-		err := oc.repo.OLAP().ProcessOLAPPayloadCutovers(ctx, p.ExternalStoreEnabled(), p.InlineStoreTTL(), p.ExternalCutoverBatchSize())
+		err := oc.repo.OLAP().ProcessOLAPPayloadCutovers(ctx, p.ExternalStoreEnabled(), p.InlineStoreTTL(), p.ExternalCutoverBatchSize(), p.ExternalCutoverNumConcurrentOffloads())

 		if err != nil {
 			span.RecordError(err)
--- a/pkg/config/loader/loader.go
+++ b/pkg/config/loader/loader.go
@@ -302,14 +302,15 @@ func (c *ConfigLoader) InitDataLayer() (res *database.Layer, err error) {
 	inlineStoreTTL := time.Duration(inlineStoreTTLDays) * 24 * time.Hour

 	payloadStoreOpts := repov1.PayloadStoreRepositoryOpts{
-		EnablePayloadDualWrites:          scf.PayloadStore.EnablePayloadDualWrites,
-		EnableTaskEventPayloadDualWrites: scf.PayloadStore.EnableTaskEventPayloadDualWrites,
-		EnableOLAPPayloadDualWrites:      scf.PayloadStore.EnableOLAPPayloadDualWrites,
-		EnableDagDataPayloadDualWrites:   scf.PayloadStore.EnableDagDataPayloadDualWrites,
-		ExternalCutoverProcessInterval:   scf.PayloadStore.ExternalCutoverProcessInterval,
-		ExternalCutoverBatchSize:         scf.PayloadStore.ExternalCutoverBatchSize,
-		InlineStoreTTL:                   &inlineStoreTTL,
-		EnableImmediateOffloads:          scf.PayloadStore.EnableImmediateOffloads,
+		EnablePayloadDualWrites:              scf.PayloadStore.EnablePayloadDualWrites,
+		EnableTaskEventPayloadDualWrites:     scf.PayloadStore.EnableTaskEventPayloadDualWrites,
+		EnableOLAPPayloadDualWrites:          scf.PayloadStore.EnableOLAPPayloadDualWrites,
+		EnableDagDataPayloadDualWrites:       scf.PayloadStore.EnableDagDataPayloadDualWrites,
+		ExternalCutoverProcessInterval:       scf.PayloadStore.ExternalCutoverProcessInterval,
+		ExternalCutoverBatchSize:             scf.PayloadStore.ExternalCutoverBatchSize,
+		ExternalCutoverNumConcurrentOffloads: scf.PayloadStore.ExternalCutoverNumConcurrentOffloads,
+		InlineStoreTTL:                       &inlineStoreTTL,
+		EnableImmediateOffloads:              scf.PayloadStore.EnableImmediateOffloads,
 	}

 	statusUpdateOpts := repov1.StatusUpdateBatchSizeLimits{
--- a/pkg/config/server/server.go
+++ b/pkg/config/server/server.go
@@ -638,14 +638,15 @@ type ServerConfig struct {
 }

 type PayloadStoreConfig struct {
-	EnablePayloadDualWrites          bool          `mapstructure:"enablePayloadDualWrites" json:"enablePayloadDualWrites,omitempty" default:"true"`
-	EnableTaskEventPayloadDualWrites bool          `mapstructure:"enableTaskEventPayloadDualWrites" json:"enableTaskEventPayloadDualWrites,omitempty" default:"true"`
-	EnableDagDataPayloadDualWrites   bool          `mapstructure:"enableDagDataPayloadDualWrites" json:"enableDagDataPayloadDualWrites,omitempty" default:"true"`
-	EnableOLAPPayloadDualWrites      bool          `mapstructure:"enableOLAPPayloadDualWrites" json:"enableOLAPPayloadDualWrites,omitempty" default:"true"`
-	ExternalCutoverProcessInterval   time.Duration `mapstructure:"externalCutoverProcessInterval" json:"externalCutoverProcessInterval,omitempty" default:"15s"`
-	ExternalCutoverBatchSize         int32         `mapstructure:"externalCutoverBatchSize" json:"externalCutoverBatchSize,omitempty" default:"1000"`
-	InlineStoreTTLDays               int32         `mapstructure:"inlineStoreTTLDays" json:"inlineStoreTTLDays,omitempty" default:"2"`
-	EnableImmediateOffloads          bool          `mapstructure:"enableImmediateOffloads" json:"enableImmediateOffloads,omitempty" default:"false"`
+	EnablePayloadDualWrites              bool          `mapstructure:"enablePayloadDualWrites" json:"enablePayloadDualWrites,omitempty" default:"true"`
+	EnableTaskEventPayloadDualWrites     bool          `mapstructure:"enableTaskEventPayloadDualWrites" json:"enableTaskEventPayloadDualWrites,omitempty" default:"true"`
+	EnableDagDataPayloadDualWrites       bool          `mapstructure:"enableDagDataPayloadDualWrites" json:"enableDagDataPayloadDualWrites,omitempty" default:"true"`
+	EnableOLAPPayloadDualWrites          bool          `mapstructure:"enableOLAPPayloadDualWrites" json:"enableOLAPPayloadDualWrites,omitempty" default:"true"`
+	ExternalCutoverProcessInterval       time.Duration `mapstructure:"externalCutoverProcessInterval" json:"externalCutoverProcessInterval,omitempty" default:"15s"`
+	ExternalCutoverBatchSize             int32         `mapstructure:"externalCutoverBatchSize" json:"externalCutoverBatchSize,omitempty" default:"1000"`
+	ExternalCutoverNumConcurrentOffloads int32         `mapstructure:"externalCutoverNumConcurrentOffloads" json:"externalCutoverNumConcurrentOffloads,omitempty" default:"10"`
+	InlineStoreTTLDays                   int32         `mapstructure:"inlineStoreTTLDays" json:"inlineStoreTTLDays,omitempty" default:"2"`
+	EnableImmediateOffloads              bool          `mapstructure:"enableImmediateOffloads" json:"enableImmediateOffloads,omitempty" default:"false"`
 }

 func (c *ServerConfig) HasService(name string) bool {
@@ -922,6 +923,7 @@ func BindAllEnv(v *viper.Viper) {
 	_ = v.BindEnv("payloadStore.enableOLAPPayloadDualWrites", "SERVER_PAYLOAD_STORE_ENABLE_OLAP_PAYLOAD_DUAL_WRITES")
 	_ = v.BindEnv("payloadStore.externalCutoverProcessInterval", "SERVER_PAYLOAD_STORE_EXTERNAL_CUTOVER_PROCESS_INTERVAL")
 	_ = v.BindEnv("payloadStore.externalCutoverBatchSize", "SERVER_PAYLOAD_STORE_EXTERNAL_CUTOVER_BATCH_SIZE")
+	_ = v.BindEnv("payloadStore.externalCutoverNumConcurrentOffloads", "SERVER_PAYLOAD_STORE_EXTERNAL_CUTOVER_NUM_CONCURRENT_OFFLOADS")
 	_ = v.BindEnv("payloadStore.inlineStoreTTLDays", "SERVER_PAYLOAD_STORE_INLINE_STORE_TTL_DAYS")
 	_ = v.BindEnv("payloadStore.enableImmediateOffloads", "SERVER_PAYLOAD_STORE_ENABLE_IMMEDIATE_OFFLOADS")

--- a/pkg/repository/v1/olap.go
+++ b/pkg/repository/v1/olap.go
@@ -6,6 +6,7 @@ import (
 	"errors"
 	"fmt"
 	"log"
+	"maps"
 	"math/rand"
 	"sort"
 	"sync"
@@ -267,7 +268,7 @@ type OLAPRepository interface {

 	ListWorkflowRunExternalIds(ctx context.Context, tenantId string, opts ListWorkflowRunOpts) ([]pgtype.UUID, error)

-	ProcessOLAPPayloadCutovers(ctx context.Context, externalStoreEnabled bool, inlineStoreTTL *time.Duration, externalCutoverBatchSize int32) error
+	ProcessOLAPPayloadCutovers(ctx context.Context, externalStoreEnabled bool, inlineStoreTTL *time.Duration, externalCutoverBatchSize, externalCutoverNumConcurrentOffloads int32) error
 }

 type StatusUpdateBatchSizeLimits struct {
@@ -2708,10 +2709,115 @@ type OLAPCutoverBatchOutcome struct {
 	NextPagination OLAPPaginationParams
 }

-func (p *OLAPRepositoryImpl) processOLAPPayloadCutoverBatch(ctx context.Context, processId pgtype.UUID, partitionDate PartitionDate, pagination OLAPPaginationParams) (*OLAPCutoverBatchOutcome, error) {
+func (p *OLAPRepositoryImpl) processOLAPPayloadCutoverBatch(ctx context.Context, processId pgtype.UUID, partitionDate PartitionDate, pagination OLAPPaginationParams, externalCutoverBatchSize, externalCutoverNumConcurrentOffloads int32) (*OLAPCutoverBatchOutcome, error) {
 	ctx, span := telemetry.NewSpan(ctx, "OLAPRepository.processOLAPPayloadCutoverBatch")
 	defer span.End()

+	tableName := fmt.Sprintf("v1_payloads_olap_offload_tmp_%s", partitionDate.String())
+	windowSize := externalCutoverBatchSize * externalCutoverNumConcurrentOffloads
+
+	payloadRanges, err := p.queries.CreateOLAPPayloadRangeChunks(ctx, p.pool, sqlcv1.CreateOLAPPayloadRangeChunksParams{
+		Chunksize:      externalCutoverBatchSize,
+		Partitiondate:  pgtype.Date(partitionDate),
+		Windowsize:     windowSize,
+		Lasttenantid:   pagination.LastTenantId,
+		Lastexternalid: pagination.LastExternalId,
+		Lastinsertedat: pagination.LastInsertedAt,
+	})
+
+	if err != nil && !errors.Is(err, pgx.ErrNoRows) {
+		return nil, fmt.Errorf("failed to create payload range chunks: %w", err)
+	}
+
+	if errors.Is(err, pgx.ErrNoRows) {
+		return &OLAPCutoverBatchOutcome{
+			ShouldContinue: false,
+			NextPagination: pagination,
+		}, nil
+	}
+
+	mu := sync.Mutex{}
+	eg := errgroup.Group{}
+
+	externalIdToKey := make(map[PayloadExternalId]ExternalPayloadLocationKey)
+	externalIdToPayload := make(map[PayloadExternalId]sqlcv1.ListPaginatedOLAPPayloadsForOffloadRow)
+	numPayloads := 0
+
+	for _, payloadRange := range payloadRanges {
+		pr := payloadRange
+		eg.Go(func() error {
+			payloads, err := p.queries.ListPaginatedOLAPPayloadsForOffload(ctx, p.pool, sqlcv1.ListPaginatedOLAPPayloadsForOffloadParams{
+				Partitiondate:  pgtype.Date(partitionDate),
+				Limitparam:     externalCutoverBatchSize,
+				Lasttenantid:   pr.TenantID,
+				Lastexternalid: pr.ExternalID,
+				Lastinsertedat: pr.InsertedAt,
+			})
+
+			if err != nil {
+				return fmt.Errorf("failed to list paginated payloads for offload")
+			}
+
+			alreadyExternalPayloads := make(map[PayloadExternalId]ExternalPayloadLocationKey)
+			externalIdToPayloadInner := make(map[PayloadExternalId]sqlcv1.ListPaginatedOLAPPayloadsForOffloadRow)
+			tenantIdToOffloadOpts := make(map[TenantID][]StoreOLAPPayloadOpts)
+
+			for _, payload := range payloads {
+				externalId := PayloadExternalId(payload.ExternalID.String())
+				externalIdToPayloadInner[externalId] = *payload
+
+				if payload.Location != sqlcv1.V1PayloadLocationOlapINLINE {
+					alreadyExternalPayloads[externalId] = ExternalPayloadLocationKey(payload.ExternalLocationKey)
+				} else {
+					tenantIdToOffloadOpts[TenantID(payload.TenantID.String())] = append(tenantIdToOffloadOpts[TenantID(payload.TenantID.String())], StoreOLAPPayloadOpts{
+						InsertedAt: payload.InsertedAt,
+						Payload:    payload.InlineContent,
+						ExternalId: payload.ExternalID,
+					})
+				}
+			}
+
+			externalIdToKeyInner := make(map[PayloadExternalId]ExternalPayloadLocationKey)
+			for tenant, opts := range tenantIdToOffloadOpts {
+				externalIdToKeyForTenant, err := p.PutPayloads(ctx, p.pool, tenant, opts...)
+
+				if err != nil {
+					return fmt.Errorf("failed to offload olap payloads for tenant %s", tenant)
+				}
+
+				maps.Copy(externalIdToKeyInner, externalIdToKeyForTenant)
+			}
+
+			mu.Lock()
+			maps.Copy(externalIdToKey, externalIdToKeyInner)
+			maps.Copy(externalIdToKey, alreadyExternalPayloads)
+			maps.Copy(externalIdToPayload, externalIdToPayloadInner)
+			numPayloads += len(payloads)
+			mu.Unlock()
+
+			return nil
+		})
+	}
+
+	err = eg.Wait()
+
+	if err != nil {
+		return nil, err
+	}
+
+	span.SetAttributes(attribute.Int("num_payloads_read", numPayloads))
+	payloadsToInsert := make([]sqlcv1.CutoverOLAPPayloadToInsert, 0, numPayloads)
+
+	for externalId, key := range externalIdToKey {
+		payload := externalIdToPayload[externalId]
+		payloadsToInsert = append(payloadsToInsert, sqlcv1.CutoverOLAPPayloadToInsert{
+			TenantID:            payload.TenantID,
+			InsertedAt:          payload.InsertedAt,
+			ExternalID:          sqlchelpers.UUIDFromStr(string(externalId)),
+			ExternalLocationKey: string(key),
+		})
+	}
+
 	tx, commit, rollback, err := sqlchelpers.PrepareTx(ctx, p.pool, p.l, 10000)

 	if err != nil {
@@ -2720,86 +2826,25 @@ func (p *OLAPRepositoryImpl) processOLAPPayloadCutoverBatch(ctx context.Context,

 	defer rollback()

-	tableName := fmt.Sprintf("v1_payloads_olap_offload_tmp_%s", partitionDate.String())
-
-	payloads, err := p.queries.ListPaginatedOLAPPayloadsForOffload(ctx, tx, sqlcv1.ListPaginatedOLAPPayloadsForOffloadParams{
-		Partitiondate:  pgtype.Date(partitionDate),
-		Lasttenantid:   pagination.LastTenantId,
-		Lastexternalid: pagination.LastExternalId,
-		Lastinsertedat: pagination.LastInsertedAt,
-		Limitparam:     pagination.Limit,
-	})
-
-	if err != nil {
-		return nil, fmt.Errorf("failed to list payloads for offload: %w", err)
-	}
-
-	span.SetAttributes(attribute.Int("num_payloads_read", len(payloads)))
-
-	tenantIdToOffloadOpts := make(map[TenantID][]StoreOLAPPayloadOpts)
-	externalIdToKey := make(map[PayloadExternalId]ExternalPayloadLocationKey)
-	externalIdToPayload := make(map[PayloadExternalId]sqlcv1.ListPaginatedOLAPPayloadsForOffloadRow)
-
-	for _, payload := range payloads {
-		externalIdToPayload[PayloadExternalId(payload.ExternalID.String())] = *payload
-
-		if payload.Location != sqlcv1.V1PayloadLocationOlapINLINE {
-			externalIdToKey[PayloadExternalId(payload.ExternalID.String())] = ExternalPayloadLocationKey(payload.ExternalLocationKey)
-		} else {
-			tenantIdToOffloadOpts[TenantID(payload.TenantID.String())] = append(tenantIdToOffloadOpts[TenantID(payload.TenantID.String())], StoreOLAPPayloadOpts{
-				InsertedAt: payload.InsertedAt,
-				Payload:    payload.InlineContent,
-				ExternalId: payload.ExternalID,
-			})
-		}
-	}
-
-	for tenant, opts := range tenantIdToOffloadOpts {
-		externalIdToKeyInner, err := p.PutPayloads(ctx, tx, tenant, opts...)
-
-		if err != nil {
-			return nil, fmt.Errorf("failed to offload olap payloads for tenant %s: %w", tenant, err)
-		}
-
-		for externalId, key := range externalIdToKeyInner {
-			externalIdToKey[externalId] = key
-		}
-	}
-
-	payloadsToInsert := make([]sqlcv1.CutoverOLAPPayloadToInsert, 0, len(payloads))
-
-	for externalId, key := range externalIdToKey {
-		payload := externalIdToPayload[externalId]
-
-		payloadsToInsert = append(payloadsToInsert, sqlcv1.CutoverOLAPPayloadToInsert{
-			TenantID:            payload.TenantID,
-			InsertedAt:          payload.InsertedAt,
-			ExternalID:          sqlchelpers.UUIDFromStr(string(externalId)),
-			ExternalLocationKey: string(key),
-		})
-	}
-
-	insertResult, err := sqlcv1.InsertCutOverOLAPPayloadsIntoTempTable(ctx, tx, tableName, payloadsToInsert)
+	inserted, err := sqlcv1.InsertCutOverOLAPPayloadsIntoTempTable(ctx, tx, tableName, payloadsToInsert)

 	if err != nil && !errors.Is(err, pgx.ErrNoRows) {
 		return nil, fmt.Errorf("failed to copy offloaded payloads into temp table: %w", err)
 	}

-	isNoRows := errors.Is(err, pgx.ErrNoRows)
+	if errors.Is(err, pgx.ErrNoRows) {
+		return &OLAPCutoverBatchOutcome{
+			ShouldContinue: false,
+			NextPagination: pagination,
+		}, nil
+	}

-	params := OLAPPaginationParams{
-		LastTenantId:   insertResult.TenantId,
-		LastInsertedAt: insertResult.InsertedAt,
-		LastExternalId: insertResult.ExternalId,
+	extendedLease, err := p.acquireOrExtendJobLease(ctx, tx, processId, partitionDate, OLAPPaginationParams{
+		LastTenantId:   inserted.TenantId,
+		LastInsertedAt: inserted.InsertedAt,
+		LastExternalId: inserted.ExternalId,
 		Limit:          pagination.Limit,
-	}
-
-	// hack so that we don't have errors from zero values when no rows are returned
-	if isNoRows {
-		params = pagination
-	}
-
-	extendedLease, err := p.acquireOrExtendJobLease(ctx, tx, processId, partitionDate, params)
+	})

 	if err != nil {
 		return nil, fmt.Errorf("failed to extend cutover job lease: %w", err)
@@ -2809,7 +2854,7 @@ func (p *OLAPRepositoryImpl) processOLAPPayloadCutoverBatch(ctx context.Context,
 		return nil, fmt.Errorf("failed to commit copy offloaded payloads transaction: %w", err)
 	}

-	if len(payloads) < int(pagination.Limit) || isNoRows {
+	if numPayloads < int(windowSize) {
 		return &OLAPCutoverBatchOutcome{
 			ShouldContinue: false,
 			NextPagination: extendedLease.Pagination,
@@ -2923,7 +2968,7 @@ func (p *OLAPRepositoryImpl) prepareCutoverTableJob(ctx context.Context, process
 	}, nil
 }

-func (p *OLAPRepositoryImpl) processSinglePartition(ctx context.Context, processId pgtype.UUID, partitionDate PartitionDate, inlineStoreTTL *time.Duration, externalCutoverBatchSize int32) error {
+func (p *OLAPRepositoryImpl) processSinglePartition(ctx context.Context, processId pgtype.UUID, partitionDate PartitionDate, inlineStoreTTL *time.Duration, externalCutoverBatchSize, externalCutoverNumConcurrentOffloads int32) error {
 	ctx, span := telemetry.NewSpan(ctx, "olap_repository.processSinglePartition")
 	defer span.End()

@@ -2940,7 +2985,7 @@ func (p *OLAPRepositoryImpl) processSinglePartition(ctx context.Context, process
 	pagination := jobMeta.Pagination

 	for {
-		outcome, err := p.processOLAPPayloadCutoverBatch(ctx, processId, partitionDate, pagination)
+		outcome, err := p.processOLAPPayloadCutoverBatch(ctx, processId, partitionDate, pagination, externalCutoverBatchSize, externalCutoverNumConcurrentOffloads)

 		if err != nil {
 			return fmt.Errorf("failed to process payload cutover batch: %w", err)
@@ -2993,7 +3038,7 @@ func (p *OLAPRepositoryImpl) processSinglePartition(ctx context.Context, process
 	return nil
 }

-func (p *OLAPRepositoryImpl) ProcessOLAPPayloadCutovers(ctx context.Context, externalStoreEnabled bool, inlineStoreTTL *time.Duration, externalCutoverBatchSize int32) error {
+func (p *OLAPRepositoryImpl) ProcessOLAPPayloadCutovers(ctx context.Context, externalStoreEnabled bool, inlineStoreTTL *time.Duration, externalCutoverBatchSize, externalCutoverNumConcurrentOffloads int32) error {
 	if !externalStoreEnabled {
 		return nil
 	}
@@ -3020,7 +3065,7 @@ func (p *OLAPRepositoryImpl) ProcessOLAPPayloadCutovers(ctx context.Context, ext

 	for _, partition := range partitions {
 		p.l.Info().Str("partition", partition.PartitionName).Msg("processing payload cutover for partition")
-		err = p.processSinglePartition(ctx, processId, PartitionDate(partition.PartitionDate), inlineStoreTTL, externalCutoverBatchSize)
+		err = p.processSinglePartition(ctx, processId, PartitionDate(partition.PartitionDate), inlineStoreTTL, externalCutoverBatchSize, externalCutoverNumConcurrentOffloads)

 		if err != nil {
 			return fmt.Errorf("failed to process partition %s: %w", partition.PartitionName, err)
--- a/pkg/repository/v1/payloadstore.go
+++ b/pkg/repository/v1/payloadstore.go
@@ -4,7 +4,9 @@ import (
 	"context"
 	"errors"
 	"fmt"
+	"maps"
 	"sort"
+	"sync"
 	"time"

 	"github.com/google/uuid"
@@ -16,6 +18,7 @@ import (
 	"github.com/jackc/pgx/v5/pgxpool"
 	"github.com/rs/zerolog"
 	"go.opentelemetry.io/otel/attribute"
+	"golang.org/x/sync/errgroup"
 )

 type StorePayloadOpts struct {
@@ -69,36 +72,39 @@ type PayloadStoreRepository interface {
 	ExternalCutoverProcessInterval() time.Duration
 	InlineStoreTTL() *time.Duration
 	ExternalCutoverBatchSize() int32
+	ExternalCutoverNumConcurrentOffloads() int32
 	ExternalStoreEnabled() bool
 	ExternalStore() ExternalStore
 	ProcessPayloadCutovers(ctx context.Context) error
 }

 type payloadStoreRepositoryImpl struct {
-	pool                             *pgxpool.Pool
-	l                                *zerolog.Logger
-	queries                          *sqlcv1.Queries
-	externalStoreEnabled             bool
-	inlineStoreTTL                   *time.Duration
-	externalStore                    ExternalStore
-	enablePayloadDualWrites          bool
-	enableTaskEventPayloadDualWrites bool
-	enableDagDataPayloadDualWrites   bool
-	enableOLAPPayloadDualWrites      bool
-	externalCutoverProcessInterval   time.Duration
-	externalCutoverBatchSize         int32
-	enableImmediateOffloads          bool
+	pool                                 *pgxpool.Pool
+	l                                    *zerolog.Logger
+	queries                              *sqlcv1.Queries
+	externalStoreEnabled                 bool
+	inlineStoreTTL                       *time.Duration
+	externalStore                        ExternalStore
+	enablePayloadDualWrites              bool
+	enableTaskEventPayloadDualWrites     bool
+	enableDagDataPayloadDualWrites       bool
+	enableOLAPPayloadDualWrites          bool
+	externalCutoverProcessInterval       time.Duration
+	externalCutoverBatchSize             int32
+	externalCutoverNumConcurrentOffloads int32
+	enableImmediateOffloads              bool
 }

 type PayloadStoreRepositoryOpts struct {
-	EnablePayloadDualWrites          bool
-	EnableTaskEventPayloadDualWrites bool
-	EnableDagDataPayloadDualWrites   bool
-	EnableOLAPPayloadDualWrites      bool
-	ExternalCutoverProcessInterval   time.Duration
-	ExternalCutoverBatchSize         int32
-	InlineStoreTTL                   *time.Duration
-	EnableImmediateOffloads          bool
+	EnablePayloadDualWrites              bool
+	EnableTaskEventPayloadDualWrites     bool
+	EnableDagDataPayloadDualWrites       bool
+	EnableOLAPPayloadDualWrites          bool
+	ExternalCutoverProcessInterval       time.Duration
+	ExternalCutoverBatchSize             int32
+	ExternalCutoverNumConcurrentOffloads int32
+	InlineStoreTTL                       *time.Duration
+	EnableImmediateOffloads              bool
 }

 func NewPayloadStoreRepository(
@@ -112,16 +118,17 @@ func NewPayloadStoreRepository(
 		l:       l,
 		queries: queries,

-		externalStoreEnabled:             false,
-		inlineStoreTTL:                   opts.InlineStoreTTL,
-		externalStore:                    &NoOpExternalStore{},
-		enablePayloadDualWrites:          opts.EnablePayloadDualWrites,
-		enableTaskEventPayloadDualWrites: opts.EnableTaskEventPayloadDualWrites,
-		enableDagDataPayloadDualWrites:   opts.EnableDagDataPayloadDualWrites,
-		enableOLAPPayloadDualWrites:      opts.EnableOLAPPayloadDualWrites,
-		externalCutoverProcessInterval:   opts.ExternalCutoverProcessInterval,
-		externalCutoverBatchSize:         opts.ExternalCutoverBatchSize,
-		enableImmediateOffloads:          opts.EnableImmediateOffloads,
+		externalStoreEnabled:                 false,
+		inlineStoreTTL:                       opts.InlineStoreTTL,
+		externalStore:                        &NoOpExternalStore{},
+		enablePayloadDualWrites:              opts.EnablePayloadDualWrites,
+		enableTaskEventPayloadDualWrites:     opts.EnableTaskEventPayloadDualWrites,
+		enableDagDataPayloadDualWrites:       opts.EnableDagDataPayloadDualWrites,
+		enableOLAPPayloadDualWrites:          opts.EnableOLAPPayloadDualWrites,
+		externalCutoverProcessInterval:       opts.ExternalCutoverProcessInterval,
+		externalCutoverBatchSize:             opts.ExternalCutoverBatchSize,
+		externalCutoverNumConcurrentOffloads: opts.ExternalCutoverNumConcurrentOffloads,
+		enableImmediateOffloads:              opts.EnableImmediateOffloads,
 	}
 }

@@ -386,6 +393,10 @@ func (p *payloadStoreRepositoryImpl) ExternalCutoverBatchSize() int32 {
 	return p.externalCutoverBatchSize
 }

+func (p *payloadStoreRepositoryImpl) ExternalCutoverNumConcurrentOffloads() int32 {
+	return p.externalCutoverNumConcurrentOffloads
+}
+
 func (p *payloadStoreRepositoryImpl) ExternalStoreEnabled() bool {
 	return p.externalStoreEnabled
 }
@@ -427,65 +438,102 @@ func (p *payloadStoreRepositoryImpl) ProcessPayloadCutoverBatch(ctx context.Cont
 	ctx, span := telemetry.NewSpan(ctx, "PayloadStoreRepository.ProcessPayloadCutoverBatch")
 	defer span.End()

-	tx, commit, rollback, err := sqlchelpers.PrepareTx(ctx, p.pool, p.l, 10000)
-
-	if err != nil {
-		return nil, fmt.Errorf("failed to prepare transaction for copying offloaded payloads: %w", err)
-	}
-
-	defer rollback()
-
 	tableName := fmt.Sprintf("v1_payload_offload_tmp_%s", partitionDate.String())
-	payloads, err := p.queries.ListPaginatedPayloadsForOffload(ctx, tx, sqlcv1.ListPaginatedPayloadsForOffloadParams{
+	windowSize := p.externalCutoverBatchSize * p.externalCutoverNumConcurrentOffloads
+
+	payloadRanges, err := p.queries.CreatePayloadRangeChunks(ctx, p.pool, sqlcv1.CreatePayloadRangeChunksParams{
+		Chunksize:      p.externalCutoverBatchSize,
 		Partitiondate:  pgtype.Date(partitionDate),
-		Limitparam:     p.externalCutoverBatchSize,
+		Windowsize:     windowSize,
 		Lasttenantid:   pagination.LastTenantID,
 		Lastinsertedat: pagination.LastInsertedAt,
 		Lastid:         pagination.LastID,
 		Lasttype:       pagination.LastType,
 	})

-	if err != nil {
-		return nil, fmt.Errorf("failed to list payloads for offload: %w", err)
+	if err != nil && !errors.Is(err, pgx.ErrNoRows) {
+		return nil, fmt.Errorf("failed to create payload range chunks: %w", err)
 	}

-	span.SetAttributes(attribute.Int("num_payloads_read", len(payloads)))
+	if errors.Is(err, pgx.ErrNoRows) {
+		return &CutoverBatchOutcome{
+			ShouldContinue: false,
+			NextPagination: pagination,
+		}, nil
+	}

-	alreadyExternalPayloads := make(map[PayloadExternalId]ExternalPayloadLocationKey)
+	eg := errgroup.Group{}
+	mu := sync.Mutex{}
+
+	externalIdToKey := make(map[PayloadExternalId]ExternalPayloadLocationKey)
 	externalIdToPayload := make(map[PayloadExternalId]sqlcv1.ListPaginatedPayloadsForOffloadRow)
-	offloadOpts := make([]OffloadToExternalStoreOpts, 0, len(payloads))
+	numPayloads := 0

-	for _, payload := range payloads {
-		externalId := PayloadExternalId(payload.ExternalID.String())
-
-		if externalId == "" {
-			externalId = PayloadExternalId(uuid.NewString())
-		}
-
-		externalIdToPayload[externalId] = *payload
-		if payload.Location != sqlcv1.V1PayloadLocationINLINE {
-			alreadyExternalPayloads[externalId] = ExternalPayloadLocationKey(payload.ExternalLocationKey)
-		} else {
-			offloadOpts = append(offloadOpts, OffloadToExternalStoreOpts{
-				TenantId:   TenantID(payload.TenantID.String()),
-				ExternalID: externalId,
-				InsertedAt: payload.InsertedAt,
-				Payload:    payload.InlineContent,
+	for _, payloadRange := range payloadRanges {
+		pr := payloadRange
+		eg.Go(func() error {
+			payloads, err := p.queries.ListPaginatedPayloadsForOffload(ctx, p.pool, sqlcv1.ListPaginatedPayloadsForOffloadParams{
+				Partitiondate:  pgtype.Date(partitionDate),
+				Limitparam:     p.externalCutoverBatchSize,
+				Lasttenantid:   pr.TenantID,
+				Lastinsertedat: pr.InsertedAt,
+				Lastid:         pr.ID,
+				Lasttype:       pr.Type,
 			})
-		}
+
+			if err != nil {
+				return fmt.Errorf("failed to list paginated payloads for offload")
+			}
+
+			alreadyExternalPayloads := make(map[PayloadExternalId]ExternalPayloadLocationKey)
+			externalIdToPayloadInner := make(map[PayloadExternalId]sqlcv1.ListPaginatedPayloadsForOffloadRow)
+			offloadOpts := make([]OffloadToExternalStoreOpts, 0, len(payloads))
+
+			for _, payload := range payloads {
+				externalId := PayloadExternalId(payload.ExternalID.String())
+
+				if externalId == "" {
+					externalId = PayloadExternalId(uuid.NewString())
+				}
+
+				externalIdToPayloadInner[externalId] = *payload
+				if payload.Location != sqlcv1.V1PayloadLocationINLINE {
+					alreadyExternalPayloads[externalId] = ExternalPayloadLocationKey(payload.ExternalLocationKey)
+				} else {
+					offloadOpts = append(offloadOpts, OffloadToExternalStoreOpts{
+						TenantId:   TenantID(payload.TenantID.String()),
+						ExternalID: externalId,
+						InsertedAt: payload.InsertedAt,
+						Payload:    payload.InlineContent,
+					})
+				}
+			}
+
+			externalIdToKeyInner, err := p.ExternalStore().Store(ctx, offloadOpts...)
+
+			if err != nil {
+				return fmt.Errorf("failed to offload payloads to external store")
+			}
+
+			mu.Lock()
+			maps.Copy(externalIdToKey, externalIdToKeyInner)
+			maps.Copy(externalIdToKey, alreadyExternalPayloads)
+			maps.Copy(externalIdToPayload, externalIdToPayloadInner)
+			numPayloads += len(payloads)
+			mu.Unlock()
+
+			return nil
+		})
 	}

-	externalIdToKey, err := p.ExternalStore().Store(ctx, offloadOpts...)
+	err = eg.Wait()

 	if err != nil {
-		return nil, fmt.Errorf("failed to offload payloads to external store: %w", err)
+		return nil, err
 	}

-	for r, k := range alreadyExternalPayloads {
-		externalIdToKey[r] = k
-	}
-
-	payloadsToInsert := make([]sqlcv1.CutoverPayloadToInsert, 0, len(payloads))
+	span.SetAttributes(attribute.Int("num_payloads_read", numPayloads))
+	payloadsToInsert := make([]sqlcv1.CutoverPayloadToInsert, 0, numPayloads)

 	for externalId, key := range externalIdToKey {
 		payload := externalIdToPayload[externalId]
@@ -499,27 +547,33 @@ func (p *payloadStoreRepositoryImpl) ProcessPayloadCutoverBatch(ctx context.Cont
 		})
 	}

+	tx, commit, rollback, err := sqlchelpers.PrepareTx(ctx, p.pool, p.l, 10000)
+
+	if err != nil {
+		return nil, fmt.Errorf("failed to prepare transaction for copying offloaded payloads: %w", err)
+	}
+
+	defer rollback()
+
 	inserted, err := sqlcv1.InsertCutOverPayloadsIntoTempTable(ctx, tx, tableName, payloadsToInsert)

 	if err != nil && !errors.Is(err, pgx.ErrNoRows) {
 		return nil, fmt.Errorf("failed to copy offloaded payloads into temp table: %w", err)
 	}

-	isNoRows := errors.Is(err, pgx.ErrNoRows)
+	if errors.Is(err, pgx.ErrNoRows) {
+		return &CutoverBatchOutcome{
+			ShouldContinue: false,
+			NextPagination: pagination,
+		}, nil
+	}

-	params := PaginationParams{
+	extendedLease, err := p.acquireOrExtendJobLease(ctx, tx, processId, partitionDate, PaginationParams{
 		LastTenantID:   inserted.TenantId,
 		LastInsertedAt: inserted.InsertedAt,
 		LastID:         inserted.ID,
 		LastType:       inserted.Type,
-	}
-
-	// hack so that we don't have errors from zero values when no rows are returned
-	if isNoRows {
-		params = pagination
-	}
-
-	extendedLease, err := p.acquireOrExtendJobLease(ctx, tx, processId, partitionDate, params)
+	})

 	if err != nil {
 		return nil, fmt.Errorf("failed to extend cutover job lease: %w", err)
@@ -529,7 +583,7 @@ func (p *payloadStoreRepositoryImpl) ProcessPayloadCutoverBatch(ctx context.Cont
 		return nil, fmt.Errorf("failed to commit copy offloaded payloads transaction: %w", err)
 	}

-	if len(payloads) < int(p.externalCutoverBatchSize) || isNoRows {
+	if numPayloads < int(windowSize) {
 		return &CutoverBatchOutcome{
 			ShouldContinue: false,
 			NextPagination: extendedLease.Pagination,
--- a/pkg/repository/v1/sqlcv1/olap.sql
+++ b/pkg/repository/v1/sqlcv1/olap.sql
@@ -1867,6 +1867,33 @@ SELECT
    updated_at::TIMESTAMPTZ
 FROM payloads;

+-- name: CreateOLAPPayloadRangeChunks :many
+WITH payloads AS (
+    SELECT
+        (p).*
+    FROM list_paginated_olap_payloads_for_offload(
+        @partitionDate::DATE,
+        @windowSize::INTEGER,
+        @lastTenantId::UUID,
+        @lastExternalId::UUID,
+        @lastInsertedAt::TIMESTAMPTZ
+    ) p
+), with_rows AS (
+    SELECT
+        tenant_id::UUID,
+        external_id::UUID,
+        inserted_at::TIMESTAMPTZ,
+        ROW_NUMBER() OVER (ORDER BY tenant_id, external_id, inserted_at) AS rn
+    FROM payloads
+)
+
+SELECT *
+FROM with_rows
+-- row numbers are one-indexed
+WHERE MOD(rn, @chunkSize::INTEGER) = 1
+ORDER BY tenant_id, external_id, inserted_at
+;
+
 -- name: CreateV1PayloadOLAPCutoverTemporaryTable :exec
 SELECT copy_v1_payloads_olap_partition_structure(@date::DATE);

--- a/pkg/repository/v1/sqlcv1/olap.sql.go
+++ b/pkg/repository/v1/sqlcv1/olap.sql.go
@@ -322,6 +322,81 @@ func (q *Queries) CreateOLAPPartitions(ctx context.Context, db DBTX, arg CreateO
 	return err
 }

+const createOLAPPayloadRangeChunks = `-- name: CreateOLAPPayloadRangeChunks :many
+WITH payloads AS (
+    SELECT
+        (p).*
+    FROM list_paginated_olap_payloads_for_offload(
+        $2::DATE,
+        $3::INTEGER,
+        $4::UUID,
+        $5::UUID,
+        $6::TIMESTAMPTZ
+    ) p
+), with_rows AS (
+    SELECT
+        tenant_id::UUID,
+        external_id::UUID,
+        inserted_at::TIMESTAMPTZ,
+        ROW_NUMBER() OVER (ORDER BY tenant_id, external_id, inserted_at) AS rn
+    FROM payloads
+)
+
+SELECT tenant_id, external_id, inserted_at, rn
+FROM with_rows
+WHERE MOD(rn, $1::INTEGER) = 1
+ORDER BY tenant_id, external_id, inserted_at
+`
+
+type CreateOLAPPayloadRangeChunksParams struct {
+	Chunksize      int32              `json:"chunksize"`
+	Partitiondate  pgtype.Date        `json:"partitiondate"`
+	Windowsize     int32              `json:"windowsize"`
+	Lasttenantid   pgtype.UUID        `json:"lasttenantid"`
+	Lastexternalid pgtype.UUID        `json:"lastexternalid"`
+	Lastinsertedat pgtype.Timestamptz `json:"lastinsertedat"`
+}
+
+type CreateOLAPPayloadRangeChunksRow struct {
+	TenantID   pgtype.UUID        `json:"tenant_id"`
+	ExternalID pgtype.UUID        `json:"external_id"`
+	InsertedAt pgtype.Timestamptz `json:"inserted_at"`
+	Rn         int64              `json:"rn"`
+}
+
+// row numbers are one-indexed
+func (q *Queries) CreateOLAPPayloadRangeChunks(ctx context.Context, db DBTX, arg CreateOLAPPayloadRangeChunksParams) ([]*CreateOLAPPayloadRangeChunksRow, error) {
+	rows, err := db.Query(ctx, createOLAPPayloadRangeChunks,
+		arg.Chunksize,
+		arg.Partitiondate,
+		arg.Windowsize,
+		arg.Lasttenantid,
+		arg.Lastexternalid,
+		arg.Lastinsertedat,
+	)
+	if err != nil {
+		return nil, err
+	}
+	defer rows.Close()
+	var items []*CreateOLAPPayloadRangeChunksRow
+	for rows.Next() {
+		var i CreateOLAPPayloadRangeChunksRow
+		if err := rows.Scan(
+			&i.TenantID,
+			&i.ExternalID,
+			&i.InsertedAt,
+			&i.Rn,
+		); err != nil {
+			return nil, err
+		}
+		items = append(items, &i)
+	}
+	if err := rows.Err(); err != nil {
+		return nil, err
+	}
+	return items, nil
+}
+
 type CreateTaskEventsOLAPParams struct {
 	TenantID               pgtype.UUID          `json:"tenant_id"`
 	TaskID                 int64                `json:"task_id"`
--- a/pkg/repository/v1/sqlcv1/payload-store.sql
+++ b/pkg/repository/v1/sqlcv1/payload-store.sql
@@ -241,6 +241,35 @@ SELECT
    updated_at::TIMESTAMPTZ
 FROM payloads;

+-- name: CreatePayloadRangeChunks :many
+WITH payloads AS (
+    SELECT
+        (p).*
+    FROM list_paginated_payloads_for_offload(
+        @partitionDate::DATE,
+        @windowSize::INTEGER,
+        @lastTenantId::UUID,
+        @lastInsertedAt::TIMESTAMPTZ,
+        @lastId::BIGINT,
+        @lastType::v1_payload_type
+    ) p
+), with_rows AS (
+    SELECT
+        tenant_id::UUID,
+        id::BIGINT,
+        inserted_at::TIMESTAMPTZ,
+        type::v1_payload_type,
+        ROW_NUMBER() OVER (ORDER BY tenant_id, inserted_at, id, type) AS rn
+    FROM payloads
+)
+
+SELECT *
+FROM with_rows
+-- row numbers are one-indexed
+WHERE MOD(rn, @chunkSize::INTEGER) = 1
+ORDER BY tenant_id, inserted_at, id, type
+;
+
 -- name: CreateV1PayloadCutoverTemporaryTable :exec
 SELECT copy_v1_payload_partition_structure(@date::DATE);

--- a/pkg/repository/v1/sqlcv1/payload-store.sql.go
+++ b/pkg/repository/v1/sqlcv1/payload-store.sql.go
@@ -107,6 +107,87 @@ func (q *Queries) AnalyzeV1Payload(ctx context.Context, db DBTX) error {
 	return err
 }

+const createPayloadRangeChunks = `-- name: CreatePayloadRangeChunks :many
+WITH payloads AS (
+    SELECT
+        (p).*
+    FROM list_paginated_payloads_for_offload(
+        $2::DATE,
+        $3::INTEGER,
+        $4::UUID,
+        $5::TIMESTAMPTZ,
+        $6::BIGINT,
+        $7::v1_payload_type
+    ) p
+), with_rows AS (
+    SELECT
+        tenant_id::UUID,
+        id::BIGINT,
+        inserted_at::TIMESTAMPTZ,
+        type::v1_payload_type,
+        ROW_NUMBER() OVER (ORDER BY tenant_id, inserted_at, id, type) AS rn
+    FROM payloads
+)
+
+SELECT tenant_id, id, inserted_at, type, rn
+FROM with_rows
+WHERE MOD(rn, $1::INTEGER) = 1
+ORDER BY tenant_id, inserted_at, id, type
+`
+
+type CreatePayloadRangeChunksParams struct {
+	Chunksize      int32              `json:"chunksize"`
+	Partitiondate  pgtype.Date        `json:"partitiondate"`
+	Windowsize     int32              `json:"windowsize"`
+	Lasttenantid   pgtype.UUID        `json:"lasttenantid"`
+	Lastinsertedat pgtype.Timestamptz `json:"lastinsertedat"`
+	Lastid         int64              `json:"lastid"`
+	Lasttype       V1PayloadType      `json:"lasttype"`
+}
+
+type CreatePayloadRangeChunksRow struct {
+	TenantID   pgtype.UUID        `json:"tenant_id"`
+	ID         int64              `json:"id"`
+	InsertedAt pgtype.Timestamptz `json:"inserted_at"`
+	Type       V1PayloadType      `json:"type"`
+	Rn         int64              `json:"rn"`
+}
+
+// row numbers are one-indexed
+func (q *Queries) CreatePayloadRangeChunks(ctx context.Context, db DBTX, arg CreatePayloadRangeChunksParams) ([]*CreatePayloadRangeChunksRow, error) {
+	rows, err := db.Query(ctx, createPayloadRangeChunks,
+		arg.Chunksize,
+		arg.Partitiondate,
+		arg.Windowsize,
+		arg.Lasttenantid,
+		arg.Lastinsertedat,
+		arg.Lastid,
+		arg.Lasttype,
+	)
+	if err != nil {
+		return nil, err
+	}
+	defer rows.Close()
+	var items []*CreatePayloadRangeChunksRow
+	for rows.Next() {
+		var i CreatePayloadRangeChunksRow
+		if err := rows.Scan(
+			&i.TenantID,
+			&i.ID,
+			&i.InsertedAt,
+			&i.Type,
+			&i.Rn,
+		); err != nil {
+			return nil, err
+		}
+		items = append(items, &i)
+	}
+	if err := rows.Err(); err != nil {
+		return nil, err
+	}
+	return items, nil
+}
+
 const createV1PayloadCutoverTemporaryTable = `-- name: CreateV1PayloadCutoverTemporaryTable :exec
 SELECT copy_v1_payload_partition_structure($1::DATE)
 `
--- a/sql/schema/v1-core.sql
+++ b/sql/schema/v1-core.sql
@@ -1916,7 +1916,7 @@ BEGIN
        SELECT tenant_id, id, inserted_at, external_id, type, location,
               external_location_key, inline_content, updated_at
        FROM %I
-        WHERE (tenant_id, inserted_at, id, type) > ($1, $2, $3, $4)
+        WHERE (tenant_id, inserted_at, id, type) >= ($1, $2, $3, $4)
        ORDER BY tenant_id, inserted_at, id, type
        LIMIT $5
    ', source_partition_name);
--- a/sql/schema/v1-olap.sql
+++ b/sql/schema/v1-olap.sql
@@ -954,7 +954,7 @@ BEGIN
    query := format('
        SELECT tenant_id, external_id, location, external_location_key, inline_content, inserted_at, updated_at
        FROM %I
-        WHERE (tenant_id, external_id, inserted_at) > ($1, $2, $3)
+        WHERE (tenant_id, external_id, inserted_at) >= ($1, $2, $3)
        ORDER BY tenant_id, external_id, inserted_at
        LIMIT $4
    ', source_partition_name);