Data & Analytics · 47 categories

Analytics & BI

Analytics and business intelligence software gives organizations tools to connect data sources, build dashboards, run ad hoc queries, and share visual reports so analysts and business users can track performance and make data-driven decisions without writing code.

Last assessed October 2026 · researched in nightly batches, published quarterly via The Continuum.

Categories in Analytics & BI

Build or buy Application Performance Monitoring (APM)? Build or buy Audience Measurement & Cross-Media Analytics (TV/Streaming)? Build or buy Channel Sell-Through Data Management (POS/Distributor Reporting)? Build or buy Collaborative Notebook Analytics? Build or buy Column-Level Data Lineage Platform? Build or buy Consent & Data Subject Rights (DSAR) Automation? Build or buy Cross-Platform Data Sharing & Delivery Platform? Build or buy Data Access Governance / ABAC Policy Engine? Build or buy Data Catalog? Build or buy Data Clean Room Platform? Build or buy Data Contracts & Schema Registry Platform? Build or buy Data Diff / Regression Testing Platform? Build or buy Data Governance? Build or buy Data Integration / ETL? Build or buy Data Lakehouse & Data Lake? Build or buy Data Masking & Tokenization Platform? Build or buy Data Modeling? Build or buy Data Observability Platform? Build or buy Data Orchestration (Workflow Scheduling)? Build or buy Data Pipeline / Ingestion Connector Platform (ELT)? Build or buy Data Preparation & Analytics Automation? Build or buy Data Quality Management? Build or buy Data Warehouse? Build or buy Data Warehouse FinOps / Cloud Data Cost Optimization? Build or buy Embedded Analytics? Build or buy Enterprise BI? Build or buy External Data Marketplace / Data Exchange? Build or buy Federated Query Engine (Data Virtualization)? Build or buy Heatmap & Session Recording Platform? Build or buy In-Process / Embedded Analytical Database? Build or buy Multi-Touch Attribution & Revenue Attribution? Build or buy Observability Platform? Build or buy Open Table Format Catalog (Iceberg REST Catalog)? Build or buy Predictive Analytics? Build or buy Qualitative Data Analysis? Build or buy Real-Time OLAP Database? Build or buy Retail Competitive Price Intelligence & Monitoring? Build or buy Retail Customer Counting & Footfall Analytics? Build or buy Revenue Operations Analytics & Pipeline Inspection? Build or buy Reverse ETL? Build or buy Self-Service Analytics? Build or buy Semantic / Metrics Layer? Build or buy Sensitive Data Discovery & Classification? Build or buy SQL Transformation Framework (Analytics Engineering)? Build or buy Statistical Analysis Software? Build or buy Streaming Database / Incremental View Maintenance? Build or buy Test Data Management & Synthetic Data Provisioning?

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Customer Data & Experience

Every category is scored on two axes, strategic differentiation and AI feasibility, and classified Build, Buy, Bridge, or Beware. See the full B4 framework.

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Bi-weekly analysis of software categories through the B4 Framework. What to build, what to buy, and how to use AI to make better decisions for your company.