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How to Interpret Customer Data with Data Visualization Tools: Expert Insights for Product Teams

Userpilot

You know your product collects tons of data. Data visualization tools help turn your messy spreadsheets into clear, interactive insights. Because product analytics should be easy and accessible for everyone, not just data experts. So where do you find the right tools? So where do you find the right tools?

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What’s in your stack: The state of tech tools in 2025

Lenny Rachitsky

Each week, I tackle reader questions about building product, driving growth, and accelerating your career. If you’re not a subscriber, here’s what you missed this month: A guide to AI prototyping for product managers Introducing Core 4: The best way to measure and improve your product velocity Top angel investors in the U.S.

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What is a Data Analyst? Role and Career Insights

PMLesson's Ace the PM Interview

The role of a data analyst is deeply embedded across teams, from streamlining business operations to driving strategic product decisions. Analysts work on everything from marketing to engineering, product, and beyond. For example: At Google , a Growth Data Analyst may analyze product usage trends to support business strategy.

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Ace Your Data Engineering Interview (2025 Guide)

PMLesson's Ace the PM Interview

Software vs. Data Engineering Interviews At a high level, both software and data engineering interviews follow a familiar structure.   ℹ️ Some organizations, such as Meta , have separate data engineering and software engineering loops. and schedule subsequent rounds. BigQuery, Dataflow, Pub/Sub).

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Data Analyst Resume Guide and Templates

PMLesson's Ace the PM Interview

Quantifiable results (e.g., " 15% increase in revenue opportunities ," " 50% reduction in reporting time ") immediately highlight value. ✅ Passes the ATS (Applicant Tracking System) filters. C-suite reporting and $50M+ strategic influence. Automate reporting and data workflows to improve efficiency.

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Top Data Analyst Interview Questions (2025 Guide)

PMLesson's Ace the PM Interview

Technical Round: Can include asynchronous SQL tests or live coding challenges. The Data Analyst Interview Loop SQL SQL is non-negotiable in analytics interviews. SQL is tested in nearly every round and is essential for daily work. ” Excel & Google Sheets Even at big tech companies, spreadsheet tools matter.

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The ultimate marketing technology stack for 2019

Intercom, Inc.

Known as the Martech 5000 — nicknamed after the 5,000 companies that were competing in the global marketing technology space in 2017, it’s said to be the most frequently shared slide of all time. The reasons for this growth – high-velocity economics of software innovation, the migration of money from old media to new media, etc.