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Data & analysis Tools

Tools for data analysis, visualization, and mapping.

32 tools evaluated. Ratings backed by published methodology.

Airtable

Relational database with a spreadsheet interface. The go-to for editorial calendars, source tracking, and investigation management in newsrooms.

Adequate
Data 2026-04-02 Free: 1,000 records/base, 5 editors, 1,000 API calls/month

Apify

Web scraping and automation platform. 20,000+ pre-built scrapers, managed proxy infrastructure, and a complete data pipeline — code optional.

Adequate
Data 2026-04-11 Free: $5 in monthly platform credits, no credit card required

Baserow

Open-source Airtable alternative you can self-host. Relational databases with a spreadsheet interface, MIT-licensed community edition.

Strong
Data Open source 2026-04-11 Self-hosted Community: free, unlimited rows and users, MIT license

CARTO

Enterprise geospatial analytics platform. Cloud-native spatial analysis for large datasets — used by newsrooms, governments, and Fortune 500 companies.

Strong
Data 2026-04-11 Free 14-day trial with full platform access including demo datasets

Census Reporter

Makes US Census data accessible and visual. Demographic profiles, charts, and comparisons for any geography.

Strong
Data Built for journalism Open source 2026-04-02 Free

Data.gov

The US government's central open data portal — 370,000+ datasets from federal agencies, searchable and downloadable in machine-readable formats.

Strong
Data 2026-04-11 Completely free

Datawrapper

The newsroom standard for charts, maps, and tables — no code, no trackers, no cookies.

Strong
Data Free for journalists 2026-04-02 Free (unlimited charts with Datawrapper branding, PNG export, full API access)

DocumentCloud

Upload, analyze, annotate, and publish source documents for investigations.

Strong
Data Built for journalism Open source 2026-04-02 Free tier: 100 pages/month for verified news organizations

Felt

Collaborative web mapping platform. Build, share, and analyze geographic data in the browser — no GIS degree required.

Strong
Data 2026-04-11 Free: personal maps, limited features

Flourish

Interactive data visualization and scrollytelling — 50+ templates, no code required.

Adequate
Data Free for journalists 2026-04-02 Free tier (public projects, Flourish branding)

Google Colab

Browser-based Python notebooks with free GPU access. No local setup needed.

Adequate
Data 2026-04-02 Free: limited GPU, 12-hour max runtime, usage caps that shift without notice

Google Sheets

Free collaborative spreadsheet. 10 million cell limit. Real-time multi-user editing. The starting point for most data journalism.

Adequate
Data 2026-04-03 Free with Google account (15GB shared across Drive, Gmail, Photos)

Infogram

Data visualization and infographics platform. Drag-and-drop charts, maps, and interactive graphics — owned by Prezi since 2017.

Adequate
Data 2026-04-11 Basic: free (limited templates, 10 projects, Infogram branding)

Jupyter Notebooks

Interactive computing environment for data analysis, visualization, and documentation in one document.

Adequate
Data Open source 2026-04-02 Free

Kaggle

The world's largest data science community — 460,000+ public datasets, free cloud notebooks, and machine learning competitions. Google-owned.

Adequate
Data 2026-04-11 Free for all core features — datasets, notebooks, competitions, community

Knight Lab JuxtaposeJS

Before/after image slider for comparing photos. Embed in stories to show change over time.

Adequate
Data Built for journalism Open source 2026-04-02 Free

Knight Lab StoryMap

Map-based interactive narratives — pin locations, add media, publish an embeddable story. Free, open-source, no coding.

Adequate
Data Built for journalism Open source 2026-04-02 Free

Mapshaper

Browser-based tool for editing, simplifying, and converting geographic data. All processing happens locally — your shapefiles never leave your machine.

Strong
Data Open source 2026-04-02 Free

n8n

Self-hostable workflow automation with 350+ integrations. Fair-code licensed. The open alternative to Zapier where you keep your data on your own server.

Strong
Data Open source 2026-04-11 Community (self-hosted): free, unlimited workflows and executions

Octoparse

No-code visual web scraper. Point-and-click data extraction with cloud execution, IP rotation, and 469+ pre-built scraper templates.

Caution
Data 2026-04-11 Free: limited features, local extraction only, no cloud runs

OpenRefine

Clean, transform, and reconcile messy data with reversible operations.

Strong
Data Open source 2026-04-02 Free

OpenStreetMap

Open map data used by the Washington Post, LA Times, and Chicago Tribune. Free, community-maintained, no tracking.

Strong
Data Open source 2026-04-03 Free

Our World in Data

Open-source research and data on global development, health, energy, poverty, and environment — from the University of Oxford.

Strong
Data Open source 2026-04-11 Completely free

Overpass Turbo

Web-based query tool for OpenStreetMap data. Extract hospitals, roads, buildings, or any mapped feature from the world's largest open geographic database.

Adequate
Data Open source 2026-04-11 Completely free

Overview

Open-source document clustering and visualization for large investigative sets. Self-host only — the hosted service is gone.

Caution
Data Built for journalism Open source 2026-04-02 Free and open-source

PhantomBuster

Social media scraping and automation. Extract data from LinkedIn, Twitter, Instagram for investigations.

Caution
Data 2026-04-11 Starter: $69/month (5 phantoms, 20 hours runtime)

QGIS

Open-source geographic information system used by every serious data journalism team.

Strong
Data Open source 2026-04-02 Free

RAWGraphs

Open-source data visualization for unconventional chart types. All processing happens in your browser.

Strong
Data Open source 2026-04-02 Free

Tableau Public

Free data visualization platform from Salesforce. Drag-and-drop charts, maps, and dashboards — but every viz you publish is visible to the entire internet, including the underlying data.

Adequate
Data 2026-04-02 Tableau Public is free

Tabula

Extract tables from PDF files into CSV or spreadsheet format.

Strong
Data Open source 2026-04-02 Free

USAFacts

Non-partisan government data platform founded by Steve Ballmer — spending, demographics, outcomes, and trends from 100+ government databases.

Strong
Data 2026-04-11 Completely free

Zapier

Workflow automation platform connecting 8,000+ apps. Move data between tools, trigger alerts, auto-publish, and stitch together newsroom workflows without code.

Adequate
Data baseline 2026-04-07 Free tier: 100 tasks per month, two-step Zaps only, 5-minute update intervals, single user

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