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Feldera
@feldera.bsky.social
Incremental Computing for AI, ML and Data teams.
Feldera.com
They’re all available today. Now go build something fast. 🏎️
December 3, 2025 at 6:54 PM
Backfill avoidance: modifying a query used to mean having to recompute & backfill all over again. With backfill avoidance, you can avoid another backfill by reusing existing states when applicable, & recomputing only what’s new. Much faster than starting over.

docs.feldera.com/pipelines/mo...
Modifying a Pipeline While Preserving its State | Feldera Documentation
This feature is only available in Feldera Enterprise Edition.
docs.feldera.com
December 3, 2025 at 6:54 PM
Fast backfill (HUGE steps): you know backfilling historical data can take forever. That's why we shipped a transaction API where you control the batch size - whether small or HUGE - for efficient bulk ingests.

docs.feldera.com/pipelines/tr...
Efficient Bulk Data Processing using Transactions | Feldera Documentation
Transaction support is an experimental feature and may undergo significant
docs.feldera.com
December 3, 2025 at 6:54 PM
Parallel compilation: we used to compile pipelines one at a time. Now we distribute the workload across multiple servers. Pipeline builds that were queued back-to-back can now complete simultaneously within minutes. It shaved an hour off of our CI pipeline!

docs.feldera.com/get-started/...
Parallel Compilation | Feldera Documentation
Parallel compilation allows Feldera to compile multiple pipelines concurrently by distributing the workload across several compiler server pods. This dramatically reduces total compile time for large ...
docs.feldera.com
December 3, 2025 at 6:54 PM
The future of data security isn't about choosing between compliance and performance. It's about making security a performance feature.

Learn how to implement fine-grained authorization without performance penalties: docs.feldera.com/use_cases/fi...
August 5, 2025 at 2:30 PM
What if you could have both security AND speed?
Modern fine-grained authorization embeds security directly into data processing, delivering:

- Microsecond authorization decisions
- Real-time row/column-level filtering
- Automated compliance reporting
- Actually improved query performance
August 5, 2025 at 2:30 PM
What are some the the typical challenges?
- 300-500ms latency added per query
- Complex compliance audits taking weeks
- Manual permission tracking via spreadsheets
- Performance degradation with granular controls
August 5, 2025 at 2:30 PM
Traditional authorization systems force an impossible trade-off: secure data access OR fast query performance. With SOX compliance audits intensifying and data breach costs averaging $4.45M, this choice is becoming a business risk.
August 5, 2025 at 2:30 PM
We broke it down in our blog: www.feldera.com/blog/medalli...
You can kick the tires at try.feldera.com
May 28, 2025 at 11:33 PM
3/ The best part? The rest of the stack stayed untouched.

Same Delta tables, same BI tools—just a lot less waiting.
May 28, 2025 at 11:33 PM
2/ Instead of a full re-architecture, we swapped out the batch jobs for Feldera’s Incremental View Maintenance engine.

Now, gold-layer dashboards update in seconds, not hours.
May 28, 2025 at 11:33 PM