CRM data cleansing is the process of fixing duplicate, outdated, and incorrectly formatted records in your customer database.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 […]

You’re trying to pull together a monthly report. Your transaction data is in one system, customer info is in another. Getting everything to line up takes way longer than it should. A financial data warehouse fixes exactly this problem. We’ve seen this work at companies like Starbucks and Bacardi. Teams were spending 80-90% of their […]

Find the best Tableau alternatives for 2025. Compare 8 cheaper and easier options including Power BI, Mammoth, Looker, and more. Includes pricing and pros/cons.
Find the best Power BI alternatives for 2025. Compare Tableau, Mammoth, Looker, Metabase, and more. Includes pricing, pros, cons, and decision guidance.

You’re researching data science platforms. You probably noticed RapidMiner doesn’t list prices on their website. That’s usually a sign costs can vary significantly. It often means pricing conversations happen during sales calls rather than upfront. RapidMiner pricing typically starts around $2,500 per user annually. Enterprise plans require custom quotes that often begin around $50,000 per […]

You’re presenting quarterly numbers to the board. Halfway through, you realize some of the data is wrong. Or your marketing team discovers they’ve been targeting customers who haven’t been active for months. These situations happen more often than anyone wants to admit. According to Gartner, inaccurate data costs organizations $12.9 million annually. That’s just the […]

The best KNIME alternatives for business teams include Mammoth, Alteryx, and Tableau, depending on your specific needs. While KNIME offers powerful analytics capabilities, many teams find its interface “a bit clunky” and struggle with the steep learning curve for business users. We built Mammoth after seeing data teams get stuck with complex analytics platforms when […]

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