This page's audience our own tag's counts — open to see them

Period

–Visits

–Page views

–Clicks to vendors

–Time on page

–Reading now

Clicks to vendors, by tool

Top countries

Devices

– · visits, page views and clicks counted by our own tag, which counts more than our checked analytics; every figure rounded down · how we count

Head-to-head · Data Science Analytics

Apache Zeppelin vs KNIME Analytics Platform

Updated Oct 2026
Both researched from official sources
2 checks side by side

Higher score Apache Zeppelin #7 in Data Science Analytics 8.6/10 Open source ✓ 1 of 5 features Try Apache Zeppelin

KNIME Analytics Platform #8 in Data Science Analytics 8.5/10 Free plan Free plan✓ 0 of 5 features Visit KNIME

Apache Zeppelin leads on 0 checks, KNIME Analytics Platform on 0, and 2 are even. Who comes out ahead on the 2 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

Highest scoreApache Zeppelin · 8.6/10
Free planonly KNIME Analytics Platform
Most featuresApache Zeppelin · 1 of 5

Apache Zeppelin scores higher on our rubric for data science analytics: 8.6 against 8.5 out of 10; our editors rank them #7 and #8.

Apache Zeppelin is the better fit for teams using Spark and interactive notebooks. KNIME Analytics Platform is the better fit for analysts who want free visual analytics workflows.

Apache Zeppelin fits best
Teams using Spark and interactive notebooks
KNIME Analytics Platform fits best
Analysts who want free visual analytics workflows

Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.

Side by side

Show only differences

Feature	Apache Zeppelin 8.6/10 Visit ↗	KNIME Analytics Platform 8.5/10 Visit ↗
At a glance
Editor score	8.6	8.5
Ranking	#7 in Data Science Analytics	#8 in Data Science Analytics
Best for	Teams using Spark and interactive notebooks	Analysts who want free visual analytics workflows
Pricing model	Free	Free
Starting price	Open source	Free
Free plan	Not checked yet	✓ (best)
Free trial	—	—
Deployment	Self-hosted	Desktop, Self-hosted, Cloud
Platforms	Web, macOS, Linux	Windows, macOS, Linux
Support	Community, Docs	Community, Docs
Integrations	14 integrations	300+ integrations
Built for	Small business, Mid-market, Enterprise	Solo, Small business, Mid-market, Enterprise
Features Apache Zeppelin 1/5 · KNIME Analytics Platform 0/5
AutoML	Not checked yet	Not checked yet
Model deployment	Not checked yet	Not checked yet
GPU compute	✓ (best)	Not checked yet
SQL workspace	Not checked yet	Not checked yet
Dashboarding	Not checked yet	Not checked yet
Specs
Deployment model	Not checked yet	Not checked yet
Primary interface	Not checked yet	Not checked yet
Our review
Pros	Built-in Spark integration plus pluggable language and data interpreters Real-time collaboration, notebook sharing, and Git-based versioning REST API and Kubernetes interpreter pods with optional GPU requests	Free, open-source desktop workflows for preparation, modeling, and visualization 300+ connectors plus Python, R, JavaScript, cloud, and BI integrations Forecasting, reusable components, and batch or real-time API deployment
Cons	Self-hosted deployment means teams manage their own environment Notebook workflows may not suit teams seeking end-to-end model lifecycle tools Support is through community and documentation	Automated machine learning is not included Real-time REST deployment requires KNIME Hub or Server Support channels are limited to community resources and documentation
Our verdict	Apache Zeppelin is a self-hosted, web-based notebook for interactive data analytics, visualization, and collaboration. It is aimed at teams that work in Spark and other notebook-based environments, from small groups to enterprise teams.… Read the review →	KNIME Analytics Platform is a free, open-source desktop application for data analysts, data scientists, business users, and teams that need repeatable visual workflows. Its low-code and no-code interface covers data access, transformation,… Read the review →

Apache ZeppelinData Science Analytics 8.6Open source
KNIME Analytics PlatformData Science Analytics 8.5Free plan

Compare the top tools in

Strengths and trade-offs

Apache Zeppelin — where it wins
- Built-in Spark integration plus pluggable language and data interpreters
- Real-time collaboration, notebook sharing, and Git-based versioning
- REST API and Kubernetes interpreter pods with optional GPU requests
Where it doesn't
- Self-hosted deployment means teams manage their own environment
- Notebook workflows may not suit teams seeking end-to-end model lifecycle tools
- Support is through community and documentation
KNIME Analytics Platform — where it wins
- Free, open-source desktop workflows for preparation, modeling, and visualization
- 300+ connectors plus Python, R, JavaScript, cloud, and BI integrations
- Forecasting, reusable components, and batch or real-time API deployment
Where it doesn't
- Automated machine learning is not included
- Real-time REST deployment requires KNIME Hub or Server
- Support channels are limited to community resources and documentation

Apache Zeppelin8.6/10 · Open source
A self-hosted notebook for teams working with Spark, interpreters, and shared analysis.
Try Apache Zeppelin Full verdict →
KNIME Analytics Platform8.5/10 · Free plan
A free visual analytics platform with broad connectors, scripting, forecasting, and deployment options.
Visit KNIME Full verdict →

Swap in another data science analytics platform

First tool Second tool

More comparisons

All data science analytics comparisons → · Full ranking →

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated 7 Oct 2026 · How we research and update