Best Data & Analytics Tools 2026
The #1 data & analytics tools in 2026 is @segment/analytics-next with a Nerq Trust Score of 89/100 (A), based on Nerq's independent analysis of 50 data & analytics tools across 5 trust dimensions. Rankings update daily — last updated: 2026-08-12.
According to Nerq's analysis, the top 5 data & analytics tools by trust score are: 1. @segment/analytics-next (89/100), 2. @turf/invariant (89/100), 3. @sanity/client (89/100), 4. tedious (88/100), 5. @amplitude/analytics-browser (87/100). Nerq Trust Scores range from 83 to 89 among the top 50. Scores are based on 5 independent trust dimensions including security, maintenance, and community adoption. Updated daily.
| # | Name | Trust | Grade |
|---|---|---|---|
| 1 | @segment/analytics-next | 89 | A |
| 2 | @turf/invariant | 89 | A |
| 3 | @sanity/client | 89 | A |
| 4 | tedious | 88 | A |
| 5 | @amplitude/analytics-browser | 87 | A |
| 6 | @capacitor/preferences | 87 | A |
| 7 | @payloadcms/db-postgres | 87 | A |
| 8 | deck.gl | 87 | A |
| 9 | @salesforce/source-tracking | 87 | A |
| 10 | @amplitude/analytics-node | 87 | A |
Top 50 Data & Analytics Tools by Nerq Trust Score
| # | Name | Trust | Grade | Stars | Description |
|---|---|---|---|---|---|
| 1 | @segment/analytics-next | 89 | A | 1022.3k | Analytics Next (aka Analytics 2.0) is the latest version of Segment’s JavaScript SDK - enabling you ... |
| 2 | @turf/invariant | 89 | A | 2676.4k | Lightweight utility for input validation and data extraction in Turf.js. Ensures GeoJSON inputs are ... |
| 3 | @sanity/client | 89 | A | 1099.9k | Client for retrieving, creating and patching data from Sanity.io |
| 4 | tedious | 88 | A | 1341.7k | A TDS driver, for connecting to MS SQLServer databases. |
| 5 | @amplitude/analytics-browser | 87 | A | 1343.0k | Official Amplitude SDK for Web |
| 6 | @capacitor/preferences | 87 | A | 185.1k | The Preferences API provides a simple key/value persistent store for lightweight data. |
| 7 | @payloadcms/db-postgres | 87 | A | 125.9k | The officially supported Postgres database adapter for Payload |
| 8 | deck.gl | 87 | A | 142.5k | A suite of 3D-enabled data visualization overlays, suitable for react-map-gl |
| 9 | @salesforce/source-tracking | 87 | A | 302.0k | API for tracking local and remote Salesforce metadata changes |
| 10 | @amplitude/analytics-node | 87 | A | 532.2k | Official Amplitude SDK for NodeJS |
| 11 | @payloadcms/drizzle | 87 | A | 138.1k | A library of shared functions used by different payload database adapters |
| 12 | @vaadin/grid | 87 | A | 181.1k | A free, flexible and high-quality Web Component for showing large amounts of tabular data |
| 13 | gatsby-source-filesystem | 85 | A | 128.4k | Gatsby source plugin for building websites from local data. Markdown, JSON, images, YAML, CSV, and d... |
| 14 | @prisma/client | 85 | A | 15847.8k | Prisma Client is an auto-generated, type-safe and modern JavaScript/TypeScript ORM for Node.js that'... |
| 15 | @amplitude/analytics-react-native | 85 | A- | 107.3k | Official React Native SDK |
| 16 | @amplitude/unified | 84 | A- | 37.9k | Official Amplitude SDK for Web analytics, experiment, session replay, and more. |
| 17 | @metriport/api-sdk | 84 | A- | 10.8k | Metriport helps you access and manage health and medical data, through a single open source API. |
| 18 | @payloadcms/db-sqlite | 84 | A- | 13.6k | The officially supported SQLite database adapter for Payload |
| 19 | @mastra/datadog | 84 | A- | 16.9k | Datadog LLM Observability exporter for Mastra - exports tracing data to Datadog's LLM Observability ... |
| 20 | @100mslive/hms-video-store | 84 | A- | 25.0k | @100mslive Core SDK which abstracts the complexities of webRTC while providing a reactive store for ... |
| 21 | @capacitor-community/sqlite | 84 | A- | 37.5k | Community plugin for native & electron SQLite databases |
| 22 | @crawlee/jsdom | 84 | A- | 38.1k | The scalable web crawling and scraping library for JavaScript/Node.js. Enables development of data e... |
| 23 | crawlee | 84 | A- | 38.3k | The scalable web crawling and scraping library for JavaScript/Node.js. Enables development of data e... |
| 24 | @crawlee/puppeteer | 84 | A- | 38.8k | The scalable web crawling and scraping library for JavaScript/Node.js. Enables development of data e... |
| 25 | @crawlee/cheerio | 84 | A- | 41.1k | The scalable web crawling and scraping library for JavaScript/Node.js. Enables development of data e... |
| 26 | @crawlee/http | 84 | A- | 41.2k | The scalable web crawling and scraping library for JavaScript/Node.js. Enables development of data e... |
| 27 | @crawlee/playwright | 84 | A- | 42.8k | The scalable web crawling and scraping library for JavaScript/Node.js. Enables development of data e... |
| 28 | @crawlee/browser | 84 | A- | 43.6k | The scalable web crawling and scraping library for JavaScript/Node.js. Enables development of data e... |
| 29 | @swimlane/ngx-datatable | 84 | A- | 44.9k | ngx-datatable is an Angular table grid component for presenting large and complex data. |
| 30 | @crawlee/core | 84 | A- | 55.9k | The scalable web crawling and scraping library for JavaScript/Node.js. Enables development of data e... |
| 31 | @aws-amplify/client-config | 84 | A- | 116.0k | Responsible for translating stack outputs and metadata (read via the [deployed-backend-client](../de... |
| 32 | @tanstack/vue-table | 84 | A- | 234.0k | Headless UI for building powerful tables & datagrids for Vue. |
| 33 | @influxdata/influxdb3-client | 84 | A- | 14.2k | The Client that provides a simple and convenient way to interact with InfluxDB 3. |
| 34 | dt-sql-parser | 84 | A- | 20.8k | SQL Parsers for BigData, built with antlr4 |
| 35 | @crawlee/cli | 84 | A- | 38.1k | The scalable web crawling and scraping library for JavaScript/Node.js. Enables development of data e... |
| 36 | @lancedb/lancedb | 84 | A- | 350.8k | LanceDB: A serverless, low-latency vector database for AI applications |
| 37 | @jupyterlab/metadataform | 84 | A- | 11.8k | A helper to build form for metadata |
| 38 | @strapi/strapi | 84 | A- | 132.1k | An open source headless CMS solution to create and manage your own API. It provides a powerful dashb... |
| 39 | @vercel/analytics | 84 | A- | 2102.8k | Gain real-time traffic insights with Vercel Web Analytics |
| 40 | @react-stately/data | 84 | A- | 1784.4k | Spectrum UI components in React |
| 41 | vue-meta | 84 | A- | 111.9k | Manage HTML metadata in Vue.js components with ssr support |
| 42 | @deck.gl/aggregation-layers | 84 | A- | 207.1k | deck.gl layers that aggregate the input data into alternative representations |
| 43 | @mui/x-data-grid-premium | 84 | A- | 335.6k | The Premium plan edition of the MUI X Data Grid Components. |
| 44 | @firebase/database-compat | 84 | A- | 7651.0k | The Realtime Database component of the Firebase JS SDK. |
| 45 | @firebase/analytics-compat | 84 | A- | 8254.6k | This is the compatibility layer for the Firebase Analytics component of the Firebase JS SDK. |
| 46 | @firebase/database | 84 | A- | 7893.4k | This is the Firebase Realtime Database component of the Firebase JS SDK. |
| 47 | @firebase/analytics | 84 | A- | 8868.7k | A analytics package for new firebase packages |
| 48 | ag-grid-community | 83 | A- | 920.2k | Advanced Data Grid / Data Table supporting Javascript / Typescript / React / Angular / Vue |
| 49 | cspell-trie-lib | 83 | A- | 1110.5k | Trie Data Structure to support cspell. |
| 50 | eslint-plugin-perfectionist | 83 | A- | 1322.6k | ESLint plugin for sorting various data such as objects, imports, types, enums, JSX props, etc. |
How We Rank Data & Analytics Tools
These data & analytics tools are ranked by Nerq Trust Score, which evaluates security, maintenance, community adoption, and transparency across multiple data points. Only entities with a trust score of 30 or above are included. Scores are updated continuously as new data becomes available.
FAQ
What are the best data & analytics tools in 2026?
Based on Nerq Trust Scores, the top-ranked data & analytics tools are listed above, scored on security, activity, documentation, and community metrics.
How are data & analytics tools ranked?
Nerq ranks tools using Trust Score v2, which combines security analysis, maintenance activity, documentation quality, and community adoption signals.
Are these data & analytics tools safe to use?
Each tool has an individual safety report. Click any tool name to see its detailed trust analysis.
What does a Nerq Trust Score of A mean?
An A grade (80-89) means the entity has strong signals across security, maintenance, documentation, and community adoption. A+ (90-100) is the highest possible rating.
How does Nerq evaluate data & analytics tools?
Nerq analyzes data & analytics tools across multiple dimensions including security vulnerabilities, license compliance, maintenance activity, documentation quality, and community adoption. Each dimension is scored independently and combined into an overall Trust Score (0-100).