Best Data & Analytics Tools 2026
The #1 data & analytics tools in 2026 is @supabase/realtime-js with a Nerq Trust Score of 90/100 (A+), based on Nerq's independent analysis of 50 data & analytics tools across 5 trust dimensions. Rankings update daily — last updated: 2026-04-01.
According to Nerq's analysis, the top 5 data & analytics tools by trust score are: 1. @supabase/realtime-js (90/100), 2. @sanity/client (89/100), 3. @segment/analytics-next (89/100), 4. @turf/invariant (89/100), 5. tedious (88/100). Nerq Trust Scores range from 84 to 90 among the top 50. Scores are based on 5 independent trust dimensions including security, maintenance, and community adoption. Updated daily.
Top 50 Data & Analytics Tools by Nerq Trust Score
| # | Name | Trust | Grade | النجوم | Description |
|---|---|---|---|---|---|
| 1 | @supabase/realtime-js | 90 | A+ | 13002.4k | Listen to realtime updates to your PostgreSQL database |
| 2 | @sanity/client | 89 | A | 1099.9k | Client for retrieving, creating and patching data from Sanity.io |
| 3 | @segment/analytics-next | 89 | A | 1022.3k | Analytics Next (aka Analytics 2.0) is the latest version of Segment’s JavaScript SDK - enabling you ... |
| 4 | @turf/invariant | 89 | A | 2676.4k | Lightweight utility for input validation and data extraction in Turf.js. Ensures GeoJSON inputs are ... |
| 5 | tedious | 88 | A | 1341.7k | A TDS driver, for connecting to MS SQLServer databases. |
| 6 | @tanstack/react-query | 88 | A | 20688.3k | Hooks for managing, caching and syncing asynchronous and remote data in React |
| 7 | @amplitude/analytics-browser | 87 | A | 1343.0k | Official Amplitude SDK for Web |
| 8 | @vaadin/grid | 87 | A | 181.1k | A free, flexible and high-quality Web Component for showing large amounts of tabular data |
| 9 | @payloadcms/drizzle | 87 | A | 138.1k | A library of shared functions used by different payload database adapters |
| 10 | @payloadcms/db-postgres | 87 | A | 125.9k | The officially supported Postgres database adapter for Payload |
| 11 | @capacitor/preferences | 87 | A | 185.1k | The Preferences API provides a simple key/value persistent store for lightweight data. |
| 12 | deck.gl | 87 | A | 142.5k | A suite of 3D-enabled data visualization overlays, suitable for react-map-gl |
| 13 | @salesforce/source-tracking | 87 | A | 302.0k | واجهة برمجة التطبيقات for tracking local and remote Salesforce metadata changes |
| 14 | @amplitude/analytics-node | 87 | A | 532.2k | Official Amplitude SDK for NodeJS |
| 15 | @opentelemetry/instrumentation-pg | 87 | A | 12879.8k | OpenTelemetry instrumentation for `pg` and `pg-pool` database client for PostgreSQL |
| 16 | @opentelemetry/otlp-transformer | 87 | A | 18532.7k | Transform OpenTelemetry SDK data into OTLP |
| 17 | @azure/core-rest-pipeline | 86 | A | 10235.9k | Isomorphic client library for making HTTP requests in node.js and browser. |
| 18 | @opentelemetry/instrumentation-mongoose | 85 | A | 12082.8k | OpenTelemetry instrumentation for `mongoose` database object data modeling (ODM) library for MongoDB |
| 19 | gatsby-source-filesystem | 85 | A | 128.4k | Gatsby source plugin for building websites from local data. Markdown, JSON, images, YAML, CSV, and d... |
| 20 | @firebase/analytics-compat | 85 | A | 4660.4k | This is the compatibility layer for the Firebase Analytics component of the Firebase JS SDK. |
| 21 | @firebase/analytics | 85 | A | 4850.9k | A analytics package for new firebase packages |
| 22 | @firebase/database-compat | 85 | A | 7651.0k | The Realtime Database component of the Firebase JS SDK. |
| 23 | @firebase/database | 85 | A | 7893.4k | This is the Firebase Realtime Database component of the Firebase JS SDK. |
| 24 | @amplitude/analytics-react-native | 85 | A- | 107.3k | Official React Native SDK |
| 25 | @metriport/api-sdk | 84 | A- | 10.8k | Metriport helps you access and manage health and medical data, through a single open source API. |
| 26 | @payloadcms/db-sqlite | 84 | A- | 13.6k | The officially supported SQLite database adapter for Payload |
| 27 | @mastra/datadog | 84 | A- | 16.9k | Datadog LLM Observability exporter for Mastra - exports tracing data to Datadog's LLM Observability ... |
| 28 | dt-sql-parser | 84 | A- | 20.8k | SQL Parsers for BigData, built with antlr4 |
| 29 | @100mslive/hms-video-store | 84 | A- | 25.0k | @100mslive Core SDK which abstracts the complexities of webRTC while providing a reactive store for ... |
| 30 | @crawlee/http | 84 | A- | 41.2k | The scalable web crawling and scraping library for JavaScript/Node.js. Enables development of data e... |
| 31 | @crawlee/playwright | 84 | A- | 42.8k | The scalable web crawling and scraping library for JavaScript/Node.js. Enables development of data e... |
| 32 | @crawlee/browser | 84 | A- | 43.6k | The scalable web crawling and scraping library for JavaScript/Node.js. Enables development of data e... |
| 33 | @swimlane/ngx-datatable | 84 | A- | 44.9k | ngx-datatable is an Angular table grid component for presenting large and complex data. |
| 34 | @aws-amplify/client-config | 84 | A- | 116.0k | Responsible for translating stack outputs and metadata (read via the [deployed-backend-client](../de... |
| 35 | multer | 84 | A- | 10826.8k | Middleware for handling `multipart/form-data`. |
| 36 | file-type | 84 | A- | 34761.2k | Detect the file type of a file, stream, or data |
| 37 | @influxdata/influxdb3-client | 84 | A- | 14.2k | The Client that provides a simple and convenient way to interact with InfluxDB 3. |
| 38 | @crawlee/jsdom | 84 | A- | 38.1k | The scalable web crawling and scraping library for JavaScript/Node.js. Enables development of data e... |
| 39 | @capacitor-community/sqlite | 84 | A- | 37.5k | Community plugin for native & electron SQLite databases |
| 40 | @crawlee/puppeteer | 84 | A- | 38.8k | The scalable web crawling and scraping library for JavaScript/Node.js. Enables development of data e... |
| 41 | @amplitude/unified | 84 | A- | 37.9k | Official Amplitude SDK for Web analytics, experiment, session replay, and more. |
| 42 | @crawlee/cli | 84 | A- | 38.1k | The scalable web crawling and scraping library for JavaScript/Node.js. Enables development of data e... |
| 43 | crawlee | 84 | A- | 38.3k | The scalable web crawling and scraping library for JavaScript/Node.js. Enables development of data e... |
| 44 | @crawlee/cheerio | 84 | A- | 41.1k | The scalable web crawling and scraping library for JavaScript/Node.js. Enables development of data e... |
| 45 | @crawlee/core | 84 | A- | 55.9k | The scalable web crawling and scraping library for JavaScript/Node.js. Enables development of data e... |
| 46 | @tanstack/vue-table | 84 | A- | 234.0k | Headless UI for building powerful tables & datagrids for Vue. |
| 47 | @lancedb/lancedb | 84 | A- | 350.8k | LanceDB: A serverless, low-latency vector database for AI applications |
| 48 | @jupyterlab/metadataform | 84 | A- | 11.8k | A helper to build form for metadata |
| 49 | vue-meta | 84 | A- | 111.9k | Manage HTML metadata in Vue.js components with ssr support |
| 50 | @react-stately/data | 84 | A- | 1784.4k | Spectrum UI components in React |
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).