Airbyte
airbyte.com · Data pipelines
Open-source data integration platform with connectors for ELT.
52 items · 56 source threads · 2 source types · updated 2025-11
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Pain points 31
| Item | Area | Severity | Support | Last seen |
|---|---|---|---|---|
| Refreshing the UI page always returns an internal server error On a Helm-deployed instance every page refresh produces an unsupported-operation internal server error. Affects: Helm chart users |
UI & usability | Blocks work | 3 sources | 2025-08 |
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| abctl deployment of v1.6.0 never completes on a fresh GCE instance A deployment that worked a week earlier now hangs because a required secret key is missing from the generated auth secret. Affects: teams provisioning Airbyte with abctl |
Setup & onboarding | Blocks work | 2 sources | 2025-04 |
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| Orchestrator pod ignores configured Kubernetes tolerations With tolerations set for job pods, sync jobs get them but the orchestrator pod starts without them, so it cannot be scheduled on tainted nodes. Affects: Kubernetes deployers using tainted nodes |
Self-hosting & upgrades | Blocks work | 2 sources | 2024-09 |
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| Postgres to BigQuery connection fails right after upgrade After upgrading the platform and moving to newer Postgres and BigQuery connectors, one Postgres to BigQuery connection started failing while others pinned to an older destination version kept working. Affects: self-hosted teams syncing Postgres to BigQuery |
Self-hosting & upgrades | Blocks work | 2 sources | 2024-06 |
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| Worker pod crashes after Helm chart upgrade beyond 0.49.6 Upgrading the Helm chart past 0.49.6 leaves the worker pod crash-looping, while reverting to 0.49.6 restores normal operation. Affects: Kubernetes deployers |
Self-hosting & upgrades | Blocks work | 2 sources | 2023-11 |
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| S3 destination writes date column as a dictionary in Parquet Locked: summary and evidence are part of Sprint Pass and Pro |
Reliability & bugs | Blocks work | 2 sources | 2022-06 |
| Updating a connector deletes its secret in AWS Secrets Manager Locked: summary and evidence are part of Sprint Pass and Pro |
Permissions & security | Causes churn | 1 source | 2024-09 |
| Intercom conversation parts silently missing after sync Locked: summary and evidence are part of Sprint Pass and Pro |
Reliability & bugs | Causes churn | 1 source | 2024-06 |
| Postgres connector update returns empty schema so syncs load nothing Locked: summary and evidence are part of Sprint Pass and Pro |
Reliability & bugs | Causes churn | 1 source | 2022-02 |
| MySQL sync times out on long-running reads Locked: summary and evidence are part of Sprint Pass and Pro |
Performance | Causes churn | 1 source | 2022-01 |
| S3 connector had a 14x cost-inflating N+1 bug Locked: summary and evidence are part of Sprint Pass and Pro |
Performance | Blocks work | 1 source | 2025-11 |
| Custom connector builder returns 403 on local deployment Locked: summary and evidence are part of Sprint Pass and Pro |
Setup & onboarding | Blocks work | 1 source | 2025-06 |
| Postgres CDC reloads the whole dataset on every sync Locked: summary and evidence are part of Sprint Pass and Pro |
Performance | Blocks work | 1 source | 2024-10 |
| MongoDB incremental syncs fail with invalid saved offset after a few days Locked: summary and evidence are part of Sprint Pass and Pro |
Reliability & bugs | Blocks work | 1 source | 2024-10 |
| Helm chart assumes TLS for external databases and breaks sidecar proxies Locked: summary and evidence are part of Sprint Pass and Pro |
Self-hosting & upgrades | Blocks work | 1 source | 2024-08 |
| Facebook Marketing sync fails on a field Meta removed Locked: summary and evidence are part of Sprint Pass and Pro |
Integrations | Blocks work | 1 source | 2024-06 |
| Many Airbyte connectors are broken or badly implemented Locked: summary and evidence are part of Sprint Pass and Pro |
Reliability & bugs | Blocks work | 1 source | 2024-02 |
| Cloud product lacked custom connectors compared with open-source peers Locked: summary and evidence are part of Sprint Pass and Pro |
Integrations | Blocks work | 1 source | 2023-08 |
| Integration platform criticised for speed, stability and configurability Locked: summary and evidence are part of Sprint Pass and Pro |
Reliability & bugs | Blocks work | 1 source | 2023-08 |
| Keeping a self-managed Airbyte deployment stable long term is hard Locked: summary and evidence are part of Sprint Pass and Pro |
Self-hosting & upgrades | Blocks work | 1 source | 2022-12 |
| MySQL and MariaDB source and destination fail to connect Locked: summary and evidence are part of Sprint Pass and Pro |
Setup & onboarding | Blocks work | 1 source | 2022-10 |
| Redshift normalization fails on very long Zendesk ticket descriptions Locked: summary and evidence are part of Sprint Pass and Pro |
Reliability & bugs | Blocks work | 1 source | 2022-07 |
| Configuring some connectors such as Salesforce is painful Locked: summary and evidence are part of Sprint Pass and Pro |
Setup & onboarding | Blocks work | 1 source | 2022-05 |
| Custom dbt transformations fail on Kubernetes Locked: summary and evidence are part of Sprint Pass and Pro |
Reliability & bugs | Blocks work | 1 source | 2021-07 |
| Fetching a large Salesforce schema fails and burns API quota Locked: summary and evidence are part of Sprint Pass and Pro |
Performance | Blocks work | 1 source | 2021-07 |
| GitHub source returns data for only two streams on a public repo Locked: summary and evidence are part of Sprint Pass and Pro |
Reliability & bugs | Blocks work | 1 source | 2021-06 |
| Adding streams later forces a schema refresh that resets connection state Locked: summary and evidence are part of Sprint Pass and Pro |
UI & usability | Blocks work | 1 source | 2021-05 |
| Docker-compose install fails on a local machine at launch Locked: summary and evidence are part of Sprint Pass and Pro |
Setup & onboarding | Blocks work | 1 source | 2021-01 |
| airbyte-cron floods logs with rate limit errors Locked: summary and evidence are part of Sprint Pass and Pro |
Reliability & bugs | Annoyance | 1 source | 2023-09 |
| Airbyte Cloud volume pricing looks expensive Locked: summary and evidence are part of Sprint Pass and Pro |
Pricing & plans | Annoyance | 1 source | 2023-02 |
| Worker memory use grows steadily over time Locked: summary and evidence are part of Sprint Pass and Pro |
Performance | Annoyance | 1 source | 2022-09 |
Feature requests 15
| Item | Area | Severity | Support | Last seen |
|---|---|---|---|---|
| Deploying Airbyte on ECS is a deal breaker for many companies Airbyte launches connector containers dynamically, which ECS does not easily support. Companies that only deploy on ECS cannot adopt it without an ECS deployment option. Affects: companies that deploy only on AWS ECS |
Self-hosting & upgrades | Causes churn | 1 source | 2021-07 |
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| Support custom S3 endpoints for logs on Helm deployments The log configuration is tied to Amazon S3, so S3-compatible providers such as Scaleway cannot be used for log storage through the Helm chart. Affects: Helm users on S3-compatible storage |
Self-hosting & upgrades | Blocks work | 1 source | 2024-08 |
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| Add registry prefix to all image references for locked-down clusters A company whose AKS policy blocks images without an explicit registry prefix can deploy the platform but cannot launch connector containers. Affects: enterprise teams on AKS with image policies |
Self-hosting & upgrades | Blocks work | 1 source | 2023-01 |
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| Provide a way to clean up old job data and logs Since the old scheduler cleanup was removed, disk space is not reclaimed automatically and users have no programmatic way to clean up. Affects: self-hosted Docker users |
Self-hosting & upgrades | Blocks work | 1 source | 2022-08 |
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| Stripe connector should use the Events stream to sync modified objects Records updated long after creation are missed unless users refresh a huge window each day. The user wants the connector to read events since the last sync and update changed items. Affects: team syncing Stripe to a warehouse |
Integrations | Blocks work | 1 source | 2022-08 |
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| Make Temporal databases configurable in the Helm chart Locked: summary and evidence are part of Sprint Pass and Pro |
Self-hosting & upgrades | Blocks work | 1 source | 2022-03 |
| Allow AWS roles instead of static access keys on Kubernetes Locked: summary and evidence are part of Sprint Pass and Pro |
Permissions & security | Blocks work | 1 source | 2021-09 |
| Self-hosted Airbyte needs user management and a login screen Locked: summary and evidence are part of Sprint Pass and Pro |
Permissions & security | Blocks work | 1 source | 2021-05 |
| Select only a subset of columns to replicate from a table Locked: summary and evidence are part of Sprint Pass and Pro |
Customization | Blocks work | 1 source | 2021-02 |
| Instagram Insights source for frequent syncs to BigQuery Locked: summary and evidence are part of Sprint Pass and Pro |
Integrations | Blocks work | 1 source | 2021-01 |
| Add S3 as a destination for data lakes Locked: summary and evidence are part of Sprint Pass and Pro |
Integrations | Blocks work | 1 source | 2020-10 |
| Leftover temporary tables after cancelled or failed syncs Locked: summary and evidence are part of Sprint Pass and Pro |
Reliability & bugs | Annoyance | 1 source | 2021-10 |
| Let users name a connection in the UI Locked: summary and evidence are part of Sprint Pass and Pro |
UI & usability | Annoyance | 1 source | 2021-06 |
| Add a sync ID column to see which rows came from which sync Locked: summary and evidence are part of Sprint Pass and Pro |
Reporting & analytics | Annoyance | 1 source | 2021-06 |
| Publish an official Helm chart Locked: summary and evidence are part of Sprint Pass and Pro |
Self-hosting & upgrades | Annoyance | 1 source | 2021-01 |
Workarounds 2
| Item | Area | Severity | Support | Last seen |
|---|---|---|---|---|
| MongoDB sync keeps failing and needs a full refresh to recover A MongoDB Atlas user gets repeated invalid-offset failures even with hourly syncs and only recovers by doing a full refresh, which lasts a short time. Affects: Atlas MongoDB users |
Reliability & bugs | Blocks work | 1 source | 2025-07 |
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| GKE users must store service account keys or skip logging Setting up log storage on GKE requires creating and base64-encoding service account keys as a secret, which violates the organisation's policy, so logging is left off. Affects: teams on GKE with strict security policy |
Permissions & security | Blocks work | 1 source | 2022-05 |
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Switching reasons 4
| Item | Area | Severity | Support | Last seen |
|---|---|---|---|---|
| Moved to Fivetran after connector bugs and tedious Airbyte operations The commenter switched most pipelines to Fivetran because even mature connectors had bugs they had to fix themselves. Airbyte is kept only for long-tail sources Fivetran does not cover. Affects: data team operating Airbyte |
Reliability & bugs | Causes churn | 1 source | 2022-12 |
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| Staying on Meltano because Stripe connector misses modified records The Stripe connector only picks up newly created objects, so the user would keep running Meltano rather than adopt Airbyte for Stripe. Affects: team syncing Stripe to a warehouse |
Integrations | Causes churn | 1 source | 2022-08 |
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| Early Airbyte product was good but too expensive for the team A former user found the product high quality but ended up not using it because the price exceeded their needs. Affects: early-stage team |
Pricing & plans | Causes churn | 1 source | 2021-04 |
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| Airbyte connectors skipped for lacking incremental updates and permissions An AI search vendor considered Airbyte for its integrations but built connectors in-house because Airbyte could not pull incremental updates or carry over access permissions. Affects: vendor building connectors for enterprise search |
Integrations | Blocks work | 1 source | 2024-02 |
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