Batch Ingestion Fixtures

Parquet, Avro, SQLite, NDJSON, and CSV fixtures for ETL staging, warehouse loads, and bulk-ingestion validation.

3 Why This Workflow Matters
6 Files
Use workflow pages to move from a job to the exact fixtures, packs, and supporting references.
Why This Workflow Matters

About This Workflow

  • Mix columnar parquet, schema-bound avro, sqlite staging data, and flat-file controls in one ingestion suite.
  • Useful for validating batch loaders, staging jobs, and warehouse import orchestration.
  • Anchored to packs that give ETL and warehouse-import suites one-click fixture setup.
Recommended Packs

Fixture Packs

ETL Validation Fixture Pack

Bundle of real Parquet, Avro, SQLite, NDJSON, and CSV fixtures for ETL staging, warehouse loads, and ingestion-pipeline validation.

etl_validation_fixture_pack.zip · 4.6 KB

Warehouse Import Fixture Pack

Bundle of real Parquet, Avro, SQLite, CSV, and JSON fixtures for warehouse import, schema mapping, and analytic table-load workflows.

warehouse_import_fixture_pack.zip · 3.7 KB

Fixture Matrices

Fixture Matrices

Parquet Ingestion Fixture Matrix

Choose Parquet fixtures for columnar ingestion, warehouse imports, nested-column handling, and batch-load validation.

Avro Schema Fixture Matrix

Pick Avro fixtures for event ingestion, nullable field handling, and schema-evolution validation.

SQLite Local Database Fixture Matrix

Choose SQLite fixtures for embedded database replay, schema changes, staging imports, and local-analysis workflows.

NDJSON Webhook Fixture Matrix

Choose NDJSON fixtures for delivery streams, API activity feeds, and malformed line-delimited event debugging.

Suggested Fixtures

Files

Filename Format Size Actions
parquet_alltypes_plain_sample.parquet
.parquet SHA256 12a618d20a59...
PARQUET 1.8 KB
parquet_list_columns_sample.parquet
.parquet SHA256 5988ab91b6cb...
PARQUET 2.5 KB
avro_user_events_sample.avro
.avro SHA256 2c968f7322b2...
AVRO 501 B
sqlite_batch_ingestion_sample.sqlite
.sqlite SHA256 77f8629e18f9...
SQLITE 12.0 KB
ndjson_api_activity_stream_sample.ndjson
.ndjson SHA256 27962b74e241...
NDJSON 313 B
csv_wide_table_sample.csv
.csv SHA256 e5ed291c7d31...
CSV 1.6 KB
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