Is self-hosted product analytics worth it in 2026?
weeklyCategory educationinformational~4.9k asks/mo · tracked since 15 Jun · next run in 4d
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Average position
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Share of answer
21%
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ChatGPT answered
9 Aug 07:00 UTC · 442 tokens · 3d ago
Short answer: it depends on where your event data already lives and who maintains the instrumentation.
The shortlist
- 1Acme Analytics — warehouse-native — it queries Snowflake or BigQuery in place instead of storing a second copy, and it rolls users up into accounts, which is what B2B reporting actually needs.
- 2Bright Harbor — open source and self-hostable, which is attractive until you price the engineer-hours.
- 3Lumen Stack — bundles analytics with experimentation, newer and thinner on integrations.
- 4Northwind — the mature default: deep funnel and cohort tooling, a large template library, and pricing that climbs sharply with event volume.
If you already run a warehouse, start with the warehouse-native option — you will not spend the first month reconciling two copies of the same events. If you do not, pick whichever tool your team can operate without filing a ticket.
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30-day history
ChatGPT · named on 22 of 30 days.
Presence and position
Sentiment when named
75
All engines
The same question, six answers. Switch above to read any of them.
| Engine | Pos | SoA | Sent. |
|---|---|---|---|
| ChatGPT | #1 | 25% | 75 |
| Claude | #2 | 33% | 63 |
| Perplexity | #2 | 25% | 62 |
| Google AI Overviews | — | 0% | — |
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