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Building a Data Engineering Stack That Boosts Scalability

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Decision-makers still rely on ChartMogul charts and segments to analyze our subscription data, but as we started collecting a lot more different types of data from a lot more sources, we needed a sustainable data management plan for our growing team. We used our daily AWS RDS snapshots and loaded them daily to Snowflake 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. Spotify’s filing gives us a rare look into the metrics of a large-scale consumer subscription business. Spotify Co-Founder & CEO Daniel Ek. ARPA is the lifeblood of any subscription business.