Data Pipelines

Data pipelines fail. When they do, you need to know exactly what data was processed, when, and how to recover. BrontoFarm's temporal storage provides complete visibility and instant recovery for your data infrastructure.

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Data Pipeline Challenges

Processing Failures

A bug corrupts data mid-pipeline. Which records were affected? Where do you restart from?

Schema Changes

An upstream schema change breaks your pipeline. You need to see what changed and when.

Late-Arriving Data

Data arrives late or out of order. You need to reprocess historical windows accurately.

Debugging Production

Something's wrong with yesterday's report. What did the data look like at processing time?

How Temporal Storage Helps

Point-in-Time Queries

Query your data as it existed at any timestamp. See exactly what the pipeline processed at any moment.

Branch for Testing

Test pipeline changes on production data without affecting production. Branch, test, merge or discard.

Instant Recovery

Roll back to before the failure in seconds. No need to reprocess everything from scratch.

Data Lineage

Track how data evolved through your pipeline. Understand the complete history of any record.

Pipeline Use Cases

ETL/ELT Pipelines

Recover from transformation failures. Compare output across runs. Debug data quality issues with historical state.

  • - Rollback failed transformations
  • - Compare before/after data
  • - Audit transformation history

Streaming Pipelines

Replay events from any point in time. Recover from processing failures without data loss.

  • - Event replay from any timestamp
  • - Debug with historical state
  • - Handle late-arriving data

Data Warehouses

Time-travel queries on your warehouse. Reproduce any report from any point in time.

  • - Query historical state
  • - Reproduce past reports
  • - Track schema evolution

ML Feature Stores

Version your features alongside models. Reproduce training with exact feature state.

  • - Feature versioning
  • - Point-in-time features
  • - Training reproducibility

Products for Data Pipelines

BrontoDrive

Databases & Warehouses

Block storage for your data stores. Temporal queries, instant branching, point-in-time recovery.

BrontoStream

Soon

Event Streams

Temporal event storage with Kafka integration. Replay from any point, temporal event queries.

BrontoFiles

File-based Pipelines

File storage for CSV, Parquet, and other file-based data. Every version preserved automatically.

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