Coalesce vs Cognite

Side-by-side comparison of AI visibility scores, market position, and capabilities

Cognite leads in AI visibility (73 vs 53)
Coalesce logo

Coalesce

ChallengerModern Data Stack & Analytics Engineering

Data Transformation

San Francisco CA data transformation platform for Snowflake; raised $50M+; visual development environment for building and managing dbt-like SQL transformations.

AI VisibilityBeta
Overall Score
C53
Category Rank
#76 of 161
AI Consensus
85%
Trend
stable
Per Platform
ChatGPT
50
Perplexity
55
Gemini
53

About

Coalesce is a data transformation platform founded in 2020 and headquartered in San Francisco, California. The company was founded by Nick Freiling and Dave Abercrombie, data transformation veterans from the business intelligence and data warehousing industry, to build a visual development environment for Snowflake that gives data engineers the productivity of a GUI without sacrificing the code control and version management that SQL-based transformation requires. Coalesce is often described as a Snowflake-native visual alternative to dbt, providing the same SQL-in-the-warehouse transformation approach with a drag-and-drop interface rather than a command-line workflow.\n\nCoalesce raised $50 million in funding from investors including Snowflake Ventures, Index Ventures, and Databricks Ventures. Its platform generates native Snowflake SQL from the visual transformation graph, allowing data engineers to inspect and customize the generated SQL at any level of detail. Coalesce's column-level lineage tracking shows exactly how data flows from source columns through transformations to destination columns, providing audit-grade transparency into how data is derived that is difficult to achieve with raw dbt projects.\n\nCoalesce's integration with Snowflake goes deep: it supports Snowflake-specific features like dynamic tables, streams and tasks for incremental processing, and clustering keys natively in the visual interface, without requiring engineers to write Snowflake-specific configuration in YAML or Jinja. This deep Snowflake integration positions Coalesce as the preferred transformation tool for data teams heavily invested in the Snowflake ecosystem. The platform also integrates with dbt for teams that want to migrate existing dbt projects into Coalesce's visual environment gradually.

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Cognite logo

Cognite

LeaderData & Analytics

Industrial DataOps & AI Platforms

Cognite is the leader in industrial DataOps and AI, exceeding $170M ARR in FY2025; raised $150M Series B in March 2026 and named IDC MarketScape Leader for Worldwide Industrial DataOps Platforms.

AI VisibilityBeta
Overall Score
B73
Category Rank
#20 of 161
AI Consensus
86%
Trend
stable
Per Platform
ChatGPT
69
Perplexity
70
Gemini
68

About

Cognite is a Norwegian industrial software company that provides an AI-native data platform purpose-built for asset-heavy industries such as energy, manufacturing, and utilities. Founded in 2016 as a spinout from Aker ASA, Cognite Data Fusion (CDF) integrates data from OT systems (SCADA, historians, sensors), IT systems (ERP, MES), and engineering data sources into a unified industrial knowledge graph that enables AI-driven decision-making at scale. The platform helps operators reduce unplanned downtime, optimize maintenance schedules, improve energy efficiency, and accelerate digital transformation across complex industrial assets.

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AI Visibility Head-to-Head

53
Overall Score
73
#76
Category Rank
#20
85
AI Consensus
86
stable
Trend
stable
50
ChatGPT
69
55
Perplexity
70
53
Gemini
68
56
Claude
69
55
Grok
74

Key Details

Category
Data Transformation
Industrial DataOps & AI Platforms
Tier
Challenger
Leader
Entity Type
brand
brand

Capabilities & Ecosystem

Capabilities

Only Coalesce
Data Transformation

Integrations

Only Coalesce

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