Integrations
Connect your current stack
Feldera ingests streaming and database data, then writes to model serving or feature stores. No ETL middleware required.
Sources
Input connectors
Feldera consumes streaming topics, database CDC streams, and object store prefixes, processing every input incrementally.
Apache Kafka
StreamRead Kafka topics as JSON, Avro, or Protobuf. Works with Confluent Cloud and self-hosted brokers. Avro and Protobuf schema registry integration is available.
Redpanda
StreamNative Redpanda connector via the Redpanda API. No Kafka emulation layer required. Supports Redpanda Cloud and on-premises deployments with SASL authentication.
Postgres CDC
Database CDCSlot-based logical replication CDC for Postgres 13+. Tracks inserted, updated, and deleted rows. Works with Amazon RDS, Cloud SQL, and Aurora Postgres.
MySQL CDC
Database CDCBinlog CDC for MySQL 8.x with row-based replication. GTID offset tracking enables reliable exactly-once consumption. Supports Amazon RDS MySQL.
Amazon S3
Object StoreIncrementally ingest S3 prefixes with partition-aware scanning. Supports Parquet and JSON. New objects under the configured prefix are picked up automatically.
HTTP Push
WebhookSend individual events through a Feldera-hosted HTTP endpoint. Fits custom event producers and webhook integrations that do not use a message broker.
Sinks
Output connectors
Feldera sends incremental results to model serving, feature stores, and downstream systems.
Feature API
REST APIFetch feature rows by key through a managed REST endpoint. It returns the latest computed value, with bearer token auth, configurable CORS, and sub-100ms p99 latency.
Kafka Output
StreamSend incremental deltas to a Kafka topic. Consumers receive changed rows only, rather than a full snapshot after each update. Supports JSON and Avro output.
Postgres Write
DatabaseUPSERT incremental results into a Postgres table. Suits ML infrastructure that reads feature values from relational tables, with batched writes and configurable flush intervals.
Feast Online Store
Feature StoreWrite feature values to Feast online stores, including Redis and DynamoDB. Compatible with Feast 0.34+. The Feldera pipeline materializes updates and keeps the store current without batch runs.
S3 Parquet Export
Object StoreWrite time-partitioned Parquet snapshots to S3 on a configurable schedule. Supports training pipelines needing periodic full snapshots alongside real-time inference features.
HTTP Webhook
WebhookSend incremental change events to a configurable HTTP endpoint, either per event or in batches. HMAC signature verification secures webhook consumption.
Missing something?
Custom connector needed?
Cloud Scale customers may request custom connector onboarding. The open-source, documented connector SDK lets you build your own. Reach out to discuss your needs.