AWS Glue
Integration & ETL Plane · ELT & Ingestion
Serverless data integration service on AWS for discovering, preparing and moving data.
- Cloud service
Integration & ETL Plane · ELT & Ingestion
Data integration platform with a large connector catalogue, self-hosted or as a cloud service.
Airbyte is the open-core answer in this category, and the reason most teams look at it is simple: you can run the whole platform yourself, free, on Kubernetes, with no volume cap.
Be precise about the licence though, because "open source" overstates it. The repository is dual-licensed, with connectors and the development kit open source and the core platform under the Elastic License 2.0, which is source- available and forbids offering the product as a managed service.
Its catalogue is the largest here, though the count varies by page between 600 and 700, with the live catalogue rendering 653. Cite the page rather than the number.
What makes that catalogue usable is a published four-tier support model. Airbyte-maintained connectors carry support and upgrade windows; marketplace connectors are community-maintained with no service level and an explicit warning that they may break without notice.
Building your own is unusually accessible. The Connector Builder is a no-code interface needing no local development environment, backed by a low-code YAML kit and a full Python kit for anything harder.
Transformation is deliberately thin. Airbyte types and deduplicates on load and integrates dbt for cloud users; it is a movement tool, not a modelling one.
The 2025 architectural move was Enterprise Flex, splitting a managed control plane from data planes you run yourself, so records and credentials never leave your environment. That is also how it answers HIPAA and data residency, by architecture rather than by certification.
The 2026 repositioning is towards AI, describing itself as a context layer for agents, with an agents product and context store, and vector databases as first-class destinations.
One gap worth knowing when comparing: there is no published equivalent of column blocking or hashing, and no type 2 history mode.
The same headings are used for every elt & ingestion entry, so two tools can be read side by side.
Usage-basedFree self-hosted; cloud from $20 a month
Self-hosting the community edition is free with no volume cap, subject to the Elastic Licence. Cloud Standard starts at $20 a month with five credits included and further credits at $5 each. Plus starts at $189 a month for 40 credits, with bundles down to roughly $3.20 a credit at 1,000 and overage at $5. Pro and Enterprise Flex move to capacity pricing measured in data workers, and no rate is published for either, so both are quote-only. The trial runs 30 days with 400 credits and no card.
Airbyte was founded in 2020 by Michel Tricot and Jean Lafleur, going through Y Combinator's winter 2020 batch, and raised $181m across a $5.2m seed led by Accel, a $26m Series A and a $150m Series B in December 2021 that made it a unicorn. It is private, with no announced acquisitions. It publishes adoption rather than revenue: 7,000 companies, a fifth of the Fortune 500, more than 27,000 community members and two million pipelines synced daily. The licence split is the thing to check: connectors and the development kit are open source, while the platform is Elastic License 2.0.
Founded 2020 · San Francisco, California · airbyte.com
Integration & ETL Plane · ELT & Ingestion
Serverless data integration service on AWS for discovering, preparing and moving data.
Integration & ETL Plane · ELT & Ingestion
Azure's managed service for data integration and ETL/ELT pipelines.
Integration & ETL Plane · ELT & Ingestion
Pipelines and Dataflow Gen2 for ingesting and transforming data in Microsoft Fabric.
Integration & ETL Plane · ELT & Ingestion
Open-source Python library for loading data from APIs and files into warehouses and lakes.
Integration & ETL Plane · ELT & Ingestion
Managed ELT connectors that replicate data from SaaS applications and databases into warehouses and lakes.
Integration & ETL Plane · ELT & Ingestion
Cloud data integration and transformation platform for building pipelines on cloud data platforms.
Drafted with AI assistance and checked against the vendor’s own documentation.