Best Apache Mahout Alternatives in 2026
The top Apache Mahout alternatives are Apify, Bright Data Web Scraper API and KNIME Analytics Platform: 15 data mining and extraction software our editors would look at instead of Apache Mahout, in our ranking order.
Apache Mahout: A fit for Mahout Classic mining algorithms, but current development centers on quantum computing. Where it falls short: current work centers on quantum machine learning, not data extraction..
Switching from Apache Mahout? For most data mining and extraction software buyers the best Apache Mahout alternative is Apify, built for teams building scalable web data collection.
Why People Look for an Apache Mahout Alternative
- Current work centers on quantum machine learning, not data extraction
- Mahout Classic is in maintenance mode
- The project is developer tooling, not a web or document extraction platform
- No no-code workflows — 1 of the alternatives below has it
- No javaScript rendering — 1 of the alternatives below has it
Quick Picks by What You Need
- Best overallApify8.8
Teams building scalable web data collection
Visit Apify - Lowest priceApify8.8
Paid plans from $19/mo
Visit Apify - Best free optionApify8.8
Has a free plan
Visit Apify - Best for no-code workflowsBright Data Web Scraper API8.6
No-code workflows (Apache Mahout: no)
Visit Bright Data Web Scraper API
All 15 Apache Mahout Alternatives, Ranked
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.
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Best forTeams building scalable web data collection
- Better than Apache Mahout:
- Editor score 8.8 vs 5.8
A cloud-based toolkit for browser automation and scalable web data collection.
8.8/10★★★★☆Visit Apify -
Best forReliable web scraping across difficult sites
- Better than Apache Mahout:
- No-code workflows
- JavaScript rendering
- Scheduled extraction
A capable API for difficult-site scraping, with flexible usage pricing and broad delivery options.
- No-code workflows
- JavaScript rendering
- Scheduled extraction
8.6/10★★★★☆Visit Bright Data -
Best forFree visual analytics and data-mining workflows
- Better than Apache Mahout:
- Editor score 8.5 vs 5.8
A free visual analytics platform for data mining, forecasting, and repeatable workflows.
- API access
8.5/10★★★★☆Visit KNIME -
Best forVisual predictive analytics and machine learning
- Better than Apache Mahout:
- Editor score 8.4 vs 5.8
A visual data science environment for preparing data, building models, and forecasting.
- API access
8.4/10★★★★☆Try Altair AI Studio -
Best forLow-cost invoice and receipt field extraction
- Better than Apache Mahout:
- Editor score 8.3 vs 5.8
A focused AWS API for extracting invoice and receipt fields, with usage-based per-page pricing.
8.3/10★★★★☆Visit site -
Best forEnterprise document extraction and review workflows
- Better than Apache Mahout:
- Editor score 8.2 vs 5.8
Enterprise document extraction with review, routing, and deployment flexibility.
- API access
8.2/10★★★★☆Visit ABBYY -
Best forEnterprise predictive modeling and text analytics
- Better than Apache Mahout:
- Editor score 8.1 vs 5.8
A visual modeling suite for teams that need predictive analytics and text mining.
8.1/10★★★★☆Visit IBM -
Best forFree desktop data analysis and modeling
- Better than Apache Mahout:
- Editor score 8.0 vs 5.8
Free visual data mining with forecasting, modeling, and Python extensibility.
- API access
8.0/10★★★★☆Visit Orange -
Best forWeb extraction plus entity enrichment
- Better than Apache Mahout:
- Editor score 7.8 vs 5.8
A web data toolkit that pairs structured extraction and crawling with entity enrichment.
- API access
7.8/10★★★★☆Visit Diffbot -
Best forDocument parsing with human review and integrations
- Better than Apache Mahout:
- Editor score 7.7 vs 5.8
Extract structured document data with OCR, human review, and workflow integrations.
- API access
7.7/10★★★★☆Visit Airparser -
Best forResearchers and developers seeking free desktop mining tools
- Better than Apache Mahout:
- Editor score 7.6 vs 5.8
A free, extensible desktop toolkit for mining and evaluating data with multiple access modes.
- API access
7.6/10★★★★☆Visit Weka -
Best forDevelopers building custom web crawlers
- Better than Apache Mahout:
- Editor score 7.5 vs 5.8
A flexible crawler toolkit for developers, with hosted execution handled separately through Apify.
7.5/10★★★★☆Visit Crawlee -
Best forDevelopers needing managed browser-based scraping
- Better than Apache Mahout:
- Editor score 7.4 vs 5.8
Managed browser rendering and scraping controls for developers, priced by successful responses.
7.4/10★★★★☆Visit Zyte API -
Best forAPI-first scraping with proxy and browser controls
- Better than Apache Mahout:
- Editor score 7.3 vs 5.8
An API-first scraper with rendering, proxy controls, and crawler options across paid tiers.
7.3/10★★★★☆Visit ScraperAPI -
Best forCloud scraping with JavaScript scenarios
- Better than Apache Mahout:
- Editor score 7.2 vs 5.8
A developer-focused scraping API with JavaScript automation, proxies, and extraction tools.
7.2/10★★★★☆Visit ScrapingBee
Apache Mahout Alternatives: Common Questions
What is the best alternative to Apache Mahout?
Apify: #1 in our Data Mining And Extraction Software ranking, with an editor score of 8.8 out of 10. A cloud-based toolkit for browser automation and scalable web data collection.
Is there a free alternative to Apache Mahout?
Yes. Apify, Bright Data Web Scraper API, KNIME Analytics Platform, Altair AI Studio and Orange Data Mining have a free plan or a free tier (10 of the 15 alternatives on this page).
What is the cheapest paid alternative to Apache Mahout?
Of the alternatives here that publish a price, Apify starts lowest, at $19/mo.
Why do people look for Apache Mahout alternatives?
Current work centers on quantum machine learning, not data extraction; Mahout Classic is in maintenance mode; The project is developer tooling, not a web or document extraction platform.
How do I switch from Apache Mahout?
Export your data from Apache Mahout (most tools have an export in their settings). Sign up for the alternative; start on its free plan or trial if it has one. Import your export and set up the integrations your team relies on. Run both side by side for a short while, then cancel Apache Mahout.
How to Switch from Apache Mahout
- Export your data from Apache Mahout (most tools have an export in their settings).
- Sign up for the alternative; start on its free plan or trial if it has one.
- Import your export and set up the integrations your team relies on.
- Run both side by side for a short while, then cancel Apache Mahout.
Apache Mahout vs Each Alternative
| # | Tool | Free plan | Paid from | Score |
|---|---|---|---|---|
| 28 | Apache Mahout | Yes | Free | 5.8 |
| 1 | Apify | Yes | $19/mo | 8.8 |
| 2 | Bright Data Web Scraper API | Yes | $499/mo | 8.6 |
| 3 | KNIME Analytics Platform | Yes | Free | 8.5 |
| 4 | Altair AI Studio | Yes | 8.4 | |
| 5 | Amazon Textract AnalyzeExpense | No | $0.008/unit/mo | 8.3 |
| 6 | ABBYY Vantage | No | 8.2 | |
| 7 | IBM SPSS Modeler | No | $529/user/mo | 8.1 |
| 8 | Orange Data Mining | Yes | Free | 8.0 |
| 9 | Diffbot | Yes | $299/mo | 7.8 |
| 10 | Airparser | Yes | $33/mo | 7.7 |
| 11 | Weka | Yes | Free | 7.6 |
| 12 | Crawlee | Yes | Free | 7.5 |
| 13 | Zyte API | No | $100/mo | 7.4 |
| 14 | ScraperAPI | Yes | 7.3 | |
| 15 | ScrapingBee | No | $19/mo | 7.2 |
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
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