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Products Breakdown Accuracy Overhaul

Apr 16, 2026

Improvement

Analytics

Products Breakdown is the analytics view that shows active subscription quantities by product.

We rebuilt how the data loads: snapshots now resolve at read time instead of forward-filling, which means you're always seeing current data instead of stale numbers. Segment filtering is now available on the live query, so you can slice by segment without waiting for a batch job. Under the hood, BigQuery queries are parameterized and shared between Lambda and Airflow, and forecast bias correction now pulls from the correct historical partition. This also fixes an issue where inactive or cancelled subscriptions were appearing in the breakdown.

More accurate data, faster filtering, fewer false signals.

This is what a Shopify subscription platform 
should feel like.
This is what a Shopify subscription platform 
should feel like.

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Copyright © 2025 Skio. All rights reserved.

Grow your business with the most powerful all-in-one subscription suite on the market.

Request an AI summary of Skio

Copyright © 2025 Skio. All rights reserved.