Data and analytics
AI tools · Data and analytics · 11 verified
Querying, cleaning, charting and explaining data. 11 tools, newest first, each with the review or discussion that verified it.
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Google Colab
Free hosted Jupyter notebooks with access to GPUs and TPUs for data science.
Write and execute Python in the browser for data analysis, machine learning, and visualization.
Sources, checked 25 October 2026: Reviewed on YouTube by David Ondrej (174K views, 1y ago) and 2 more reviews; discussed on Hacker News (351 points, 69 comments, 2017-11-08).
- YouTube review by David Ondrej: Build Anything with Google Colab, Here’s How (174K views, published 1y ago).
- YouTube review by GeeksforGeeks: How to Use GOOGLE COLAB | Google Colab Tutorials for Beginners | GeeksforGeeks (144K views, published 2y ago).
- YouTube review by Krish Naik: Google Colab Pro Vs Colab Free- Benefits Of Using Colab Pro- How To Access From India (44K views, published 5y ago).
- Hacker News discussion: Google Releases Colaboratory (351 points, 69 comments, published 8 November 2017).
- Hacker News discussion: Google Colab will soon introduce AI coding features (282 points, 154 comments, published 17 May 2023).
RStudio
Open source and enterprise tools for R and Python data science.
Develop data analysis projects using R and Python in a powerful integrated development environment.
Sources, checked 25 October 2026: Reviewed on YouTube by HRanalytics101.com (800K views, 5y ago); discussed on Hacker News (271 points, 33 comments, 2011-02-28).
- YouTube review by HRanalytics101.com: RStudio for the Total Beginner (800K views, published 5y ago). What it found: Provides an accessible introduction to RStudio for beginners, covering the four primary panels and a few easy aspects.
- Hacker News discussion: RStudio,a new IDE for R (271 points, 33 comments, published 28 February 2011). What it found: Users found RStudio easy to start with, enabling graph production within an hour, and appreciated that it is free, noting it compares favorably to MATLAB.
Deepnote
Collaborative data notebook with real time editing and integrations.
Work together on Python or SQL notebooks, connect to databases, and share insights.
Sources, checked 25 October 2026: Reviewed on YouTube by Deepnote (6K views, 4y ago); discussed on Hacker News (188 points, 171 comments, 2025-11-04).
- Hacker News discussion: Deepnote, a Jupyter alternative, is going open source (188 points, 171 comments, published 4 November 2025).
- YouTube review by Deepnote: 3-min Deepnote demo (6K views, published 4y ago).
- Hacker News discussion: Launch HN: Deepnote (YC S19) – A better data science notebook (316 points, 70 comments, published 30 October 2020).
Qlik Sense
Data analytics and business intelligence platform with associative data exploration.
Build interactive dashboards and explore data relationships without predefined queries.
Sources, checked 25 October 2026: Reviewed on YouTube by Qlik (608K views, 5y ago) and 2 more reviews.
- YouTube review by Qlik: Qlik Sense – Product Tour (608K views, published 5y ago). What it found: Qlik Sense is an end-to-end data analytics platform without blind spots.
- YouTube review by TechnologyAdvice: QlikView vs. Qlik Sense (55K views, published 6y ago). What it found: Qlik Sense is presented as a popular business intelligence tool compared to QlikView.
- YouTube review by Intellipaat: What is Qlik Sense | How Qlik Sense Work | Business Intelligence | Intellipaat (17K views, published 3y ago).
Grafana
Open source analytics and interactive visualization web application for metrics and logs.
Query, visualize, and alert on time series data from various sources via dashboards.
Sources, checked 25 October 2026: Reviewed on YouTube by Fireship (829K views, 1y ago) and 2 more reviews; discussed on Hacker News (710 points, 559 comments, 2021-04-20).
- Hacker News discussion: Grafana, Loki, and Tempo will be relicensed to AGPLv3 (710 points, 559 comments, published 20 April 2021).
- YouTube review by Fireship: Grafana is the goat... Let's deploy the LGTM stack (829K views, published 1y ago).
- YouTube review by Moss: Grafana Explained in Under 5 Minutes ⏲ (540K views, published 6y ago). What it found: Grafana is an open-source tool providing a high-level overview of its working and appearance.
- YouTube review by Tech With Diego: Grafana Tutorial for Beginners | What is Grafana | Prometheus and Grafana Monitoring (2026) (79K views, published 3mo ago). What it found: This tutorial explains Grafana and how it works and covers Prometheus and Grafana monitoring.
KNIME Analytics Platform
Open source data science platform for visual workflows, blending, and modeling.
Build drag and drop data pipelines for cleaning, transformation, analysis, and machine learning.
Sources, checked 25 October 2026: Reviewed on YouTube by KNIME (88K views, 2y ago).
- YouTube review by KNIME: What is KNIME Analytics Platform? (88K views, published 2y ago).
Databricks
Unified data analytics platform for data engineering, data science, and machine learning.
Run large scale data processing and collaborative notebooks on a cloud based lakehouse.
Sources, checked 25 October 2026: Reviewed on YouTube by Data with Baraa (372K views, 7mo ago) and 2 more reviews; discussed on Hacker News (389 points, 226 comments, 2025-05-14).
- Hacker News discussion: Databricks acquires Neon (389 points, 226 comments, published 14 May 2025).
- YouTube review by Data with Baraa: What is Databricks? The Story Behind the Modern Data Platform (Visual Explanation) (372K views, published 7mo ago).
- YouTube review by Alex The Analyst: Learn Databricks in Under 2 Hours (324K views, published 10mo ago).
- YouTube review by Darshil Parmar: Learn Databricks in 10 Minutes | Most Important Skill for Data Engineering (271K views, published 1y ago).
- Hacker News discussion: Databricks Releases 15K Record Training Corpus for Instruction Tuning LLMs (347 points, 89 comments, published 12 April 2023).
JupyterLab
Web based interactive development environment for notebooks, code, and data.
Work with data interactively using Python, R, or Julia notebooks for analysis and visualization.
Sources, checked 25 October 2026: Reviewed on YouTube by Rob Mulla (692K views, 4y ago) and 2 more reviews; discussed on Hacker News (958 points, 248 comments, 2018-02-20).
- YouTube review by Rob Mulla: Jupyter Notebook Complete Beginner Guide - From Jupyter to Jupyterlab, Google Colab and Kaggle! (692K views, published 4y ago).
- YouTube review by Thu Vu: The Best Jupyterlab Extension That You Didn't Know Existed! (165K views, published 4y ago).
- YouTube review by Binary Techs: Jupyter Notebook vs JupyterLab | Full Overview 2025 (3K views, published 10mo ago).
- Hacker News discussion: JupyterLab is ready for users (958 points, 248 comments, published 20 February 2018).
- Hacker News discussion: JupyterLab 4.0 (437 points, 193 comments, published 13 June 2023).
Apache Superset
Modern open source data exploration and visualization platform.
Explore and visualize data at scale with SQL editing, dashboards, and rich chart types.
Sources, checked 25 October 2026: Reviewed on YouTube by superdatabrothers (18K views, Streamed 2y ago) and 2 more reviews; discussed on Hacker News (696 points, 189 comments, 2024-02-26).
- Hacker News discussion: Apache Superset (696 points, 189 comments, published 26 February 2024).
- YouTube review by superdatabrothers: Apache Superset Review: Can Open Source BI Possibly Be Good? (18K views, published Streamed 2y ago).
- YouTube review by TrentDoesMath: Is this FREE tool better than Power BI? | Apache Superset Overview (16K views, published 10mo ago).
- YouTube review by Metabase: Metabase vs Apache Superset: Which is best for your team? (15K views, published 2y ago).
- Hacker News discussion: Show HN: Database for analyzing US companies, visualize using Apache SuperSet (113 points, 44 comments, published 18 April 2023).
Metabase
Open source business intelligence with an intuitive query builder and dashboards.
Query databases without SQL using a visual interface and create shareable dashboards.
Sources, checked 25 October 2026: Reviewed on YouTube by Metabase (57K views, 2y ago) and 2 more reviews; discussed on Hacker News (287 points, 121 comments, 2015-10-21).
- Hacker News discussion: Show HN: Metabase, an open-source business intelligence tool (287 points, 121 comments, published 21 October 2015).
- YouTube review by Metabase: See what Metabase can do in 2 mins (57K views, published 2y ago).
- YouTube review by Elestio: Metabase | Free Open Source Data Vizualization (34K views, published 3y ago).
- YouTube review by Metabase: Metabase vs. Power BI: Which is best for your team? (11K views, published 2y ago).
- Hacker News discussion: Tell HN: Upgrade your Metabase installation (208 points, 72 comments, published 21 July 2023).
Looker Studio
Free tool to turn data into customizable informative reports and dashboards.
Create shareable dashboards and reports by connecting to Google and third-party data sources.
Sources, checked 25 October 2026: Reviewed on YouTube by Google Cloud Tech (377K views, 5y ago) and 2 more reviews.
- YouTube review by Google Cloud Tech: Looker Studio in a minute (377K views, published 5y ago). What it found: Looker Studio enables easy self-service data analysis and visualization.
- YouTube review by Porter Metrics: Looker Studio (formerly Google Data Studio) FREE complete tutorial (2026) for marketers (146K views, published 3y ago). What it found: A tutorial teaches marketers how to visualize marketing data using Looker Studio.
- YouTube review by Google Cloud Tech: Visualize data with Looker Studio (91K views, published 2y ago).