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Building a Data Engineering Stack That Boosts Scalability

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The challenge The solution Data warehouse ETL processes How we visualize data Future plans, closing thoughts The challenge: why we needed a data engineering team ChartMogul integrates with various billing systems, normalizes and aggregates the received data, and then visualizes SaaS metrics into charts and tables.

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The metrics behind Spotify’s IPO

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Spotify's recent F-1 filing is packed full of metrics and insights into both consumer subscriptions and the streaming music industry. This somewhat risky direct listing is likely to be a benchmark for other future public listings in 2018, with the likes of Airbnb predicted to follow suit if all goes to plan. Customer Churn Rate.