Top 39 Product Analytics Tools — April 2026

Choosing product analytics tools is mostly about finding something the team will actually use: clear data access, solid shipping momentum, and enough trust to keep around. This April 2026 ToolVitals snapshot covers ranked Product Analytics tools using the data provided here.

The ranking is ordered by ToolVitals score first, with GitHub stars used as a secondary popularity signal when scores are tied. That means the list favors overall platform strength before raw repo size.

Rankings

Rank	Tool	Health	Shipping	GitHub Stars	Score	Status
1	Lightdash	97	100	5739	98	🟢 Excellent
2	Rill	97	100	2596	98	🟢 Excellent
3	Nao	97	100	1058	98	🟢 Excellent
4	Matomo	95	100	21453	97	🟢 Excellent
5	Cube	94	100	19866	97	🟢 Excellent
6	PostHog	95	100	33440	96	🟢 Excellent
7	Measure.sh	92	100	1226	96	🟢 Excellent
8	FinceptTerminal	97	88	15976	93	🟢 Excellent
9	Chartbrew	95	88	3877	92	🟢 Excellent
10	MindsDB	92	88	39052	90	🟢 Excellent
11	StarRocks	92	88	11618	90	🟢 Excellent
12	Countly	89	88	5853	89	🟢 Excellent
13	Apache Superset	94	72	72582	84	🟢 Excellent
14	Swetrix	89	78	960	84	🟢 Excellent
15	Pirsch	80	72	1018	76	🟢 Good
16	OpenReplay	85	62	11982	75	🟢 Good
17	Evidence	66	81	6225	73	🟢 Good
18	Graphic Walker	82	62	3114	73	🟢 Good
19	Cially	80	62	215	72	🟢 Good
20	Umami	84	56	36324	71	🟢 Good
21	Solectrus	79	62	152	71	🟢 Good
22	Rybbit	78	56	12024	68	🟢 Good
23	Ackee	70	56	4645	64	🟢 Good
24	Redash	76	47	28540	63	🟢 Good
25	excelize	78	38	20516	60	🟢 Good
26	OpenMeter	70	38	1933	56	🟡 Fair
27	OpenPanel	79	0	5677	43	🟡 Fair
28	GoAccess	76	0	20455	42	🟡 Fair
29	GoatCounter	73	0	5659	40	🟡 Fair
30	Quary	60	9	2369	37	🔴 Needs Attention
31	DeepAnalyze	65	0	4071	36	🔴 Needs Attention
32	Snowplow	61	0	7011	34	🔴 Needs Attention
33	Aptabase	58	0	1684	32	🔴 Needs Attention
34	Trench	58	0	1623	32	🔴 Needs Attention
35	Litlyx	51	0	1704	28	🔴 Needs Attention
36	RAWGraphs	42	0	8957	23	🔴 Needs Attention
37	Briefer	36	0	4301	20	🔴 Needs Attention
38	llm.report	32	0	1017	18	🔴 Needs Attention
39	Swishjam	33	0	175	18	🔴 Needs Attention

Top 3 Highlights

Lightdash ranks first with a ToolVitals score of 98, a health score of 97, and a shipping score of 100. It also leads this set on GitHub stars among the top three at 5,739, which supports its position as the strongest overall entry in this April 2026 ranking.

The fastest business intelligence tool for humans and agents. At 98, Rill comes in strong as the runner-up, with 2596 GitHub stars for extra context.

👾 nao is an open source analytics agent. (1) Create context with nao-core cli, (2) deploy nao chat interface for everyone. Rounding out the top three with a score of 98, Nao pairs visible maintenance signals with 1058 GitHub stars.

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