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Index › IT › Function 05 of 6 · November 2026 Edition

November 2026 Edition

Data platform

Where data is stored, moved and modelled: databases, warehouses, streaming, pipelines, orchestration, vector search and machine learning. 22 of 24 categories scored, 2 planned.

Standing in data platform

First-choice share across the direct, paraphrase, budget and scale prompts, all fourteen models, for the twenty-two data platform categories scored in the November 2026 Edition.

Data platform

NoSQL databases

One leader in all three segments

MongoDBClear leader

81%▲+12Since October 2026: 69% → 81%, +12 points. Past the 11-point floor: movement.

74%=heldSince October 2026: 74% → 74%, ±0 points. Inside the 11-point floor: within noise.

53%▼−3Since October 2026: 56% → 53%, −3 points. Inside the 11-point floor: within noise.

Data platform

Time series databases

One leader in all three segments

TimescaleDBClear leader

62%▲+5Since October 2026: 57% → 62%, +5 points. Inside the 11-point floor: within noise.

64%▲+1Since October 2026: 63% → 64%, +1 point. Inside the 11-point floor: within noise.

57%▲+10Since October 2026: 47% → 57%, +10 points. Inside the 11-point floor: within noise.

Data platform

Data warehouses

Mid-market and enterprise share a leader. Small business differs.

Google BigQueryClear leader

69%▲+6Since October 2026: 63% → 69%, +6 points. Inside the 11-point floor: within noise.

SnowflakeClear leader

62%▲+13Since October 2026: 49% → 62%, +13 points. Past the 11-point floor: movement.

70%▲+8Since October 2026: 62% → 70%, +8 points. Inside the 11-point floor: within noise.

Data platform

Proxy and web data providers

Small business and mid-market share a leader. Enterprise differs.

DecodoClear leader

49%▲+9Since October 2026: 40% → 49%, +9 points. Inside the 11-point floor: within noise.

57%▲+16Since October 2026: 41% → 57%, +16 points. Past the 11-point floor: movement.

Bright DataClear leader

47%↗new leaderNew leader since October 2026: Bright Data (47%) replaces Oxylabs (42% then, 36% now), 11 points clear, past the 11-point floor.

Data platform

Managed relational databases

A different leader in every segment

SupabaseContested

29%↗new leaderNew leader since October 2026: Supabase (29%) replaces Amazon RDS (24% then, 24% now), 5 points clear, inside the 11-point floor.

Amazon RDSClear leader

51%▲+6Since October 2026: 45% → 51%, +6 points. Inside the 11-point floor: within noise.

Amazon AuroraClear leader

43%▲+17Since October 2026: 26% → 43%, +17 points. Past the 11-point floor: movement.

Data platform

Streaming platforms

One leader in all three segments

Confluent Cloud

28%▲+7Since October 2026: 21% → 28%, +7 points. Inside the 11-point floor: within noise.Contested

47%▲+8Since October 2026: 39% → 47%, +8 points. Inside the 11-point floor: within noise.Clear leader

66%▲+5Since October 2026: 61% → 66%, +5 points. Inside the 11-point floor: within noise.Clear leader

Data platform

Small business and mid-market share a leader. Enterprise differs.

AirbyteContested

35%▼−1Since October 2026: 36% → 35%, −1 point. Inside the 11-point floor: within noise.

40%↗new leaderNew leader since October 2026: Airbyte (40%) replaces Fivetran (40% then, 31% now), 9 points clear, inside the 11-point floor.

FivetranClear leader

45%▼−4Since October 2026: 49% → 45%, −4 points. Inside the 11-point floor: within noise.

Data platform

LLM gateways and observability

A different leader in every segment

PortkeyContested

36%↗new leaderNew leader since October 2026: Portkey (36%) replaces LiteLLM (31% then, 33% now), 3 points clear, inside the 11-point floor.

LiteLLMContested

36%↗new leaderNew leader since October 2026: LiteLLM (36%) replaces Portkey (33% then, 32% now), 4 points clear, inside the 11-point floor.

BifrostContested

23%↗new leaderNew leader since October 2026: Bifrost (23%) replaces Portkey (26% then, 14% now), 9 points clear, inside the 11-point floor.

Data platform

Data catalogs and governance

A different leader in every segment

Secoda tiedContested

19%↗new leaderNew leader since October 2026: Secoda (19%) replaces OpenMetadata (18% then, 19% now), 0 points clear, inside the 11-point floor.

AtlanContested

35%▼−9Since October 2026: 44% → 35%, −9 points. Inside the 11-point floor: within noise.

CollibraContested

38%▼−3Since October 2026: 41% → 38%, −3 points. Inside the 11-point floor: within noise.

Data platform

Vector databases

A different leader in every segment

pgvectorContested

35%▼−14Since October 2026: 49% → 35%, −14 points. Past the 11-point floor: movement.

Qdrant tiedContested

34%↗new leaderNew leader since October 2026: Qdrant (34%) replaces pgvector (35% then, 34% now), 0 points clear, inside the 11-point floor.

PineconeClear leader

45%▼−14Since October 2026: 59% → 45%, −14 points. Past the 11-point floor: movement.

Data platform

Managed file transfer

One leader in all three segments

56%▼−1Since October 2026: 57% → 56%, −1 point. Inside the 11-point floor: within noise.Clear leader

33%▼−10Since October 2026: 43% → 33%, −10 points. Inside the 11-point floor: within noise.Contested

15%↗new leaderNew leader since October 2026: Files.com (15%) replaces IBM Sterling Secure File Transfer (16% then, 9% now), 6 points clear, inside the 11-point floor.Contested

Data platform

Enterprise AI assistants

Mid-market and enterprise share a leader. Small business differs.

ChatGPTClear leader

45%▼−3Since October 2026: 48% → 45%, −3 points. Inside the 11-point floor: within noise.

Microsoft 365 Copilot

33%▲+2Since October 2026: 31% → 33%, +2 points. Inside the 11-point floor: within noise.Contested

53%▲+9Since October 2026: 44% → 53%, +9 points. Inside the 11-point floor: within noise.Clear leader

Data platform

Data virtualization

Mid-market and enterprise share a leader. Small business differs.

Starburst GalaxyContested

25%▲+8Since October 2026: 17% → 25%, +8 points. Inside the 11-point floor: within noise.

31%▲+3Since October 2026: 28% → 31%, +3 points. Inside the 11-point floor: within noise.Contested

84%▼−2Since October 2026: 86% → 84%, −2 points. Inside the 11-point floor: within noise.Clear leader

Data platform

Intelligent document processing

Small business and mid-market share a leader. Enterprise differs.

42%↗new leaderNew leader since October 2026: Nanonets (42%) replaces Docsumo (22% then, 29% now), 13 points clear, past the 11-point floor.Clear leader

31%▼−1Since October 2026: 32% → 31%, −1 point. Inside the 11-point floor: within noise.Contested

ABBYY VantageContested

38%▼−5Since October 2026: 43% → 38%, −5 points. Inside the 11-point floor: within noise.

Data platform

Embedded analytics

Small business and mid-market share a leader. Enterprise differs.

MetabaseContested

34%▼−12Since October 2026: 46% → 34%, −12 points. Past the 11-point floor: movement.

30%▲+8Since October 2026: 22% → 30%, +8 points. Inside the 11-point floor: within noise.

SisenseContested

30%↗new leaderNew leader since October 2026: Sisense (30%) replaces GoodData (16% then, 7% now), 23 points clear, past the 11-point floor.

Data platform

A different leader in every segment

TrueCommerce EDIContested

26%↗new leaderNew leader since October 2026: TrueCommerce EDI (26%) replaces Orderful (35% then, 15% now), 11 points clear, past the 11-point floor.

Cleo Integration CloudContested

29%↗new leaderNew leader since October 2026: Cleo Integration Cloud (29%) replaces TrueCommerce EDI (32% then, 22% now), 7 points clear, inside the 11-point floor.

IBM Sterling B2B IntegratorContested

37%↗new leaderNew leader since October 2026: IBM Sterling B2B Integrator (37%) replaces Cleo Integration Cloud (41% then, 23% now), 14 points clear, past the 11-point floor.

Data platform

Master data management

A different leader in every segment

PimcoreContested

29%↗new leaderNew leader since October 2026: Pimcore (29%) replaces Profisee MDM (23% then, 16% now), 13 points clear, past the 11-point floor.

Profisee MDMContested

28%▼−13Since October 2026: 41% → 28%, −13 points. Past the 11-point floor: movement.

Informatica MDMClear leader

46%▲+3Since October 2026: 43% → 46%, +3 points. Inside the 11-point floor: within noise.

Data platform

Workflow orchestration

A different leader in every segment

MakeContested

33%▲+9Since October 2026: 24% → 33%, +9 points. Inside the 11-point floor: within noise.

PrefectContested

25%▲+4Since October 2026: 21% → 25%, +4 points. Inside the 11-point floor: within noise.

Apache AirflowContested

29%▲+3Since October 2026: 26% → 29%, +3 points. Inside the 11-point floor: within noise.

Data platform

Mid-market and enterprise share a leader. Small business differs.

Google Vertex AIContested

20%▲+1Since October 2026: 19% → 20%, +1 point. Inside the 11-point floor: within noise.

Databricks Mosaic AI

24%↗new leaderNew leader since October 2026: Databricks Mosaic AI (24%) replaces Azure Machine Learning (21% then, 19% now), 5 points clear, inside the 11-point floor.Contested

49%▲+5Since October 2026: 44% → 49%, +5 points. Inside the 11-point floor: within noise.Clear leader

Data platform

Data quality and observability

Small business and mid-market share a leader. Enterprise differs.

MetaplaneContested

40%▲+9Since October 2026: 31% → 40%, +9 points. Inside the 11-point floor: within noise.

23%▼−8Since October 2026: 31% → 23%, −8 points. Inside the 11-point floor: within noise.

Monte CarloClear leader

43%▲+2Since October 2026: 41% → 43%, +2 points. Inside the 11-point floor: within noise.

Data platform

Data masking and test data management

A different leader in every segment

DataVeilContested

18%↗new leaderNew leader since October 2026: DataVeil (18%) replaces IRI FieldShield (22% then, 14% now), 4 points clear, inside the 11-point floor.

DATPROF PrivacyContested

22%▲+5Since October 2026: 17% → 22%, +5 points. Inside the 11-point floor: within noise.

Perforce DelphixContested

27%↗new leaderNew leader since October 2026: Perforce Delphix (27%) replaces Delphix (27% then, 8% now), 19 points clear, past the 11-point floor.

Data platform

AI governance platforms

A different leader in every segment

StracClear leader

43%▲+12Since October 2026: 31% → 43%, +12 points. Past the 11-point floor: movement.

Credo AIContested

19%▲+1Since October 2026: 18% → 19%, +1 point. Inside the 11-point floor: within noise.

IBM watsonx.governance tiedContested

29%▲+7Since October 2026: 22% → 29%, +7 points. Inside the 11-point floor: within noise.

Next in data platform

Planned categories are in the build queue and are scored exactly like every other.

Data catalogs plannedData quality planned

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