Dataiku vs Databricks: Which One’s Better? (In 2025)
Quick Answer: Dataiku costs $26,000+/year for collaborative data science. Databricks costs $0.15-0.55/DBU plus cloud infrastructure for big data processing. Most business teams need neither. They need simple data preparation tools, like Mammoth, that start at only $19/month. You’re comparing these platforms because someone said you need an “enterprise data platform.” Here’s the reality: they solve […]
The 15 Best Databricks Competitors & Alternatives (in 2025)
TL;DR: While Databricks excels at machine learning and big data, many teams need simpler, cheaper alternatives. Mammoth Analytics leads for no-code data prep, Snowflake dominates warehousing, and BigQuery wins for Google users. See our comparison table below for the full breakdown. Most teams exploring Databricks alternatives cite three main issues: cost (often $50K-200K+ annually), complexity […]
Alteryx vs Dataiku: Which Is Better (In 2025)?
Choosing between Alteryx and Dataiku feels overwhelming when both platforms promise to solve your data problems. But here’s what most comparison guides won’t tell you: the choice comes down to whether you need individual productivity tools or collaborative data science capabilities. We’ve analyzed user reviews from hundreds of implementations, studied actual pricing data, and identified […]
Databricks Pricing Guide 2025: Costs & Plans Broken Down
Quick Answer: Databricks pricing ranges from $0.07/DBU for basic compute to $0.65+/DBU for enterprise features, plus separate cloud infrastructure costs. Most teams spend $500-$5,000+ monthly. The complex DBU (Databricks Unit) model makes costs unpredictable. If you’ve ever looked at a Databricks bill and wondered why it’s so hard to predict, you’re not alone. The DBU […]
The 12 Best Dataiku Competitors & Alternatives (in 2025)
Quick Answer: The best Dataiku alternatives are Mammoth Analytics (best for business users), Alteryx (advanced analytics), KNIME (open-source), Databricks (big data ML), and H2O.ai (automated ML). Most teams switch due to Dataiku’s $26,000+ annual cost and complexity. Top 12 Dataiku Alternatives at a Glance Based on our work with hundreds of data teams, most switch […]
15 Best Tools for Automated Reports: Complete 2025 Guide
We’ve watched hundreds of teams spend their Friday afternoons copying numbers from one spreadsheet to another, just to get Monday’s executive report ready. It’s painful to see brilliant analysts burning 80% of their time on data prep instead of actual insights. That’s exactly why we built Mammoth. After seeing this same story play out at […]
15 Best Marketing Attribution Software Tools [Curated List]
Marketing attribution software helps you understand which channels drive revenue, but choosing the wrong tool can waste months of implementation time and thousands in software costs. With 48% of marketers citing attribution as their biggest data challenge and the market growing to $14 billion by 2032, selecting the right platform matters more than ever. We’ve […]
CRM Data Cleansing: How to Fix Your Messy Contact Database
CRM data cleansing is the process of fixing duplicate, outdated, and incorrectly formatted records in your customer database. With 70% of CRM data going bad annually and poor data quality costing businesses $13.5 million per year on average, cleanup isn’t optional—it’s survival. Ever spent your weekend fixing spreadsheets because your CRM data was so messy […]
The 13 Best Augmented Analytics Tools (in 2025)
Augmented analytics tools use AI and machine learning to automate data preparation, generate insights automatically, and let non-technical users query data in plain English. These platforms reduce the 80-90% of time typically spent on data prep, helping teams focus on actual analysis and decision-making. If you’ve ever spent three weeks cleaning a dataset just to […]
Airbyte vs Fivetran: Which One Is Best (in 2025)?
You’re trying to move data from your business applications into your data warehouse. Fivetran keeps showing up in your research, but the pricing seems complicated. Airbyte looks appealing because it’s open-source and “free,” but you’re wondering about the catch. The short answer: Fivetran is built for enterprises with dedicated data teams and predictable budgets. Airbyte […]