Data pipelines: what users struggle with, 2026
53 sourced reports about 2 data pipelines products, gathered from public posts and linked to where each was said. The most-discussed problem area is Reliability & bugs (49 items across the category). 5 items, across all dates, describe leaving one of these tools.
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The category at a glance
| Product | Reports | Themes | Source threads | Most-discussed area |
|---|---|---|---|---|
| Prefect | 30 | 28 | 72 | Reliability & bugs |
| Airbyte | 23 | 23 | 71 | Reliability & bugs |
Problem areas, ranked by number of items
Items of every date, including older ones outside the recent window the report counts above use.
| Area | Items | Prefect | Airbyte |
|---|---|---|---|
| Reliability & bugs | 49 | 30 | 19 |
| Self-hosting & upgrades | 17 | 5 | 12 |
| Integrations | 15 | 3 | 12 |
| UI & usability | 11 | 8 | 3 |
| Performance | 11 | 5 | 6 |
| API & developer experience | 8 | 7 | 1 |
| Setup & onboarding | 8 | 3 | 5 |
| Documentation | 4 | 4 | 0 |
Read the products
- Prefect problems and requests · Prefect alternatives
- Airbyte problems and requests · Airbyte alternatives
Side by side
Method and limits
Reports come from public Hacker News comments and public issues of vendors' open-source repositories; each was extracted into a structured item, and each links to its source. A report counts once per product, however many people agreed. Open-source and developer-facing products are over-represented because that is where public discussion happens; counts show how much is said, not which tool is better. Full method and sources.
Cite as: Friction, “Data pipelines: what users struggle with, 2026”, https://friction.grain64.com/state-of/data-pipelines/, data as of 2026-10-15.