Airbyte
Airbyte is an open-source data integration platform that helps engineering teams sync data from various sources to destinations.
About this data
Updated June 29, 2026
Overall Pulse Score
+2 over this period
A 0-100 index summarizing the tone of 133 relevant public mentions gathered from public online communities across 6 weeks in the selected period. It measures online sentiment, not a rating of the product's quality.
Weekly Sentiment Trend
Pulse Score by week over the selected period. Each point is one complete week of mentions.
This week in public discussion
Sentiment in the Airbyte community remained heavily negative over the recent period, with bug reports and reliability complaints dominating discussion by a wide margin across 109 mentions. Commenters raised concerns about silent migration failures, OAuth token handling, missing sync modes, and nondeterministic query behavior. A smaller number of mentions praised specific features and integrations, including positive discussion around a proposed Databricks SQL cache addition to PyAirbyte. Overall tone showed little improvement from the prior period.
Read the deeper analysisAI-generated summary of public online discussion during this period. It reflects the tone of that discussion, not facts about the product or our views.
Sentiment mix by week
How the tone of public discussion splits each week.
Most-discussed praise
Most-discussed complaints
Themes across the selected period, with mention counts.
How Airbyte compares
Pulse Score over the selected period versus the top tracked competitors in Software.
Where the mentions come from
Share of the 133 relevant public mentions in the selected period, by source.
Sample public mentions
Showing 5 of 133 analyzed public mentions in this period, with links to the original source. We do not reproduce full threads.
“Airbyte Temporal crash-loops: 'database "temporal" does not exist' (orchestrator creates 'temporal_db' instead). **Discovered during v0.1.0 end-to-end verification on a fresh install from orchestack-runtime-0.1.0.tar.gz.** Reproduce 1. Fresh docker compose up -d from a v0.1.0 run...”
“[source-salesforce] Support OAuth Refresh Token Rotation (RTR) ahead of Salesforce 2026 enforcement. ### Connector Name source-salesforce Connector Version 2.7.23 What step the error happens? During the sync (OAuth token refresh) Relevant information Salesforce is rolling out man...”
“abctl: silent migration failure from v0.14.1 -> v0.30.4. ### What happened? I needed to upgrade airbyte from an earlier version that only supported Postgres v13 to one that supported Postgres v16. To do this, I created a new virtual machine configured to point to a copy of the Po...”
“[medium] getGenerationId uses LIMIT 1 with no ORDER BY -> nondeterministic generation id. ## What Reads _airbyte_generation_id from an arbitrary row. In a table with mixed generations this returns a non-deterministic / stale value. Where - .../client/StarrocksAirbyteClient.kt:170...”
“[medium] No Stream Load retry idempotency — random label per flush; append retries duplicate rows. ## What flush() generates airbyte-${UUID.randomUUID()} per call. On a retry after partial success a new label is used, so DUPLICATE KEY (append) tables get duplicate rows. StreamLoa...”
1,513+ more analyzed mentions, full history, and theme breakdowns are part of Pro.
Get ProDeeper analysis
- Bug and reliability complaints dominated the conversation by a wide margin, shaping an overall critical tone throughout the four-week window.
- Sentiment was volatile rather than directionally stable, with a notable spike and fast reversal in early June suggesting a burst of mixed-engagement activity.
- Opinion was divided on integration quality, with a small group of commenters praising connector coverage while a larger group flagged specific gaps and missing features.
- Feature gap discussions carried a competitive edge, with several mentions explicitly benchmarking missing capabilities against peer products.
| Praise theme | Mentions |
|---|---|
| Good integrations | 5 |
| Strong features | 4 |
| Feature requests | 3 |
| Easy to use | 2 |
| Reliability | 1 |
| Complaint theme | Mentions |
|---|---|
| Bugs | 79 |
| Reliability | 62 |
| Missing features | 22 |
| Lacking integrations | 13 |
| Feature requests | 9 |
Public discussion around Airbyte over the past four weeks has been heavily weighted toward frustration, with bugs and reliability concerns accounting for the vast majority of complaint-coded mentions. Commenters described issues ranging from silent migration failures during version upgrades to nondeterministic query behavior introduced by unordered database reads, suggesting that a portion of the audience engaging with the product is running into problems that feel foundational rather than cosmetic. The volume of bug and reliability mentions dwarfed praise-coded mentions by a wide margin, setting a persistently cautious tone across the window.
The score trajectory tells a story of instability rather than steady decline or recovery. Discussion opened on a middling note, then dropped sharply in the second week before rebounding and peaking in early June alongside a notable surge in mention volume. That peak was short-lived, and sentiment fell again through mid-June before a modest partial recovery in the final tracked period. Several commenters appeared to arrive during the high-volume early-June window, which may have briefly lifted the aggregate tone, but the subsequent pullback suggests that wave included substantial criticism as well.
Feature gap discussions represented another persistent thread. Several mentions framed missing capabilities in direct competitive terms, calling out SSH tunnel support and sync mode parity as high-priority gaps relative to named peer products. This comparative framing gave the complaint discussion a sharper edge, with commenters not just flagging what was absent but contextualizing it against what alternatives already offer.
Opinion was divided most visibly around integration quality. A small cluster of mentions expressed genuine enthusiasm for connector breadth and specific feature additions, while a larger cluster pointed to integration-specific shortcomings and missing functionality. The praise themes were real but thin in count, suggesting that positive sentiment, while present, did not carry enough volume to meaningfully counterbalance the dominant critical current.
AI-generated summary of public online discussion during this period. It reflects the tone of that discussion, not facts about the product or our views.
Member perspectives
Individual opinions from Pro members, posted over time. These are personal member views, not aggregated sentiment data.
Overall Pulse Score
+2 over this period
A 0-100 index summarizing the tone of 133 relevant public mentions gathered from public online communities across 6 weeks in the selected period. It measures online sentiment, not a rating of the product's quality.
Data summary
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