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  1. Asked: June 1, 2026In: COMMERCE

    What is Freeform exploration?

    Pramendra Yadav
    Pramendra Yadav Enlightened Founder @ NOIR & BLANCO
    Added an answer on August 10, 2026 at 5:26 pm

    Freeform exploration is a customizable Shopify Analytics report that lets merchants choose the dimensions, metrics, filters, and visualization they want to analyze. It provides flexibility to investigate specific business questions and uncover trends that may not be visible in standard reports.

    Freeform exploration is a customizable Shopify Analytics report that lets merchants choose the dimensions, metrics, filters, and visualization they want to analyze. It provides flexibility to investigate specific business questions and uncover trends that may not be visible in standard reports.

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  2. Asked: June 1, 2026In: COMMERCE

    What is Cohort analysis?

    Pramendra Yadav
    Pramendra Yadav Enlightened Founder @ NOIR & BLANCO
    Added an answer on August 10, 2026 at 5:25 pm

    Cohort analysis is a method of analyzing groups of customers who share a common characteristic or starting point, such as their first purchase month. It tracks their behavior over time to measure retention, repeat purchases, and revenue, helping merchants understand long-term customer behavior.

    Cohort analysis is a method of analyzing groups of customers who share a common characteristic or starting point, such as their first purchase month. It tracks their behavior over time to measure retention, repeat purchases, and revenue, helping merchants understand long-term customer behavior.

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  3. Asked: June 1, 2026In: COMMERCE

    What is a customer cohort?

    Pramendra Yadav
    Pramendra Yadav Enlightened Founder @ NOIR & BLANCO
    Added an answer on August 10, 2026 at 5:24 pm

    A customer cohort is a group of customers who share a common characteristic or event during a specific period, such as customers who placed their first order in the same month. Cohort analysis allows merchants to track how that group behaves over time, including repeat purchases, retention, and reveRead more

    A customer cohort is a group of customers who share a common characteristic or event during a specific period, such as customers who placed their first order in the same month. Cohort analysis allows merchants to track how that group behaves over time, including repeat purchases, retention, and revenue.

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  4. Asked: June 1, 2026In: COMMERCE

    Why use cohort reports?

    Pramendra Yadav
    Pramendra Yadav Enlightened Founder @ NOIR & BLANCO
    Added an answer on August 10, 2026 at 5:23 pm

    Cohort reports are useful for understanding how groups of customers behave over time. They help merchants: Measure customer retention Track repeat purchases Compare customer groups acquired at different times Identify changes in customer behavior Evaluate long-term customer value Improve retention aRead more

    Cohort reports are useful for understanding how groups of customers behave over time. They help merchants:

    • Measure customer retention
    • Track repeat purchases
    • Compare customer groups acquired at different times
    • Identify changes in customer behavior
    • Evaluate long-term customer value
    • Improve retention and marketing strategies
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  5. Asked: June 1, 2026In: COMMERCE

    What metrics are commonly used in cohort analysis?

    Pramendra Yadav
    Pramendra Yadav Enlightened Founder @ NOIR & BLANCO
    Added an answer on August 10, 2026 at 5:22 pm

    Common metrics used in cohort analysis include: Customer retention rate — percentage of customers who return and purchase again. Repeat purchase rate — percentage of customers who make additional purchases. Revenue per customer — revenue generated by customers in a cohort. Average order value (AOV)Read more

    Common metrics used in cohort analysis include:

    • Customer retention rate — percentage of customers who return and purchase again.
    • Repeat purchase rate — percentage of customers who make additional purchases.
    • Revenue per customer — revenue generated by customers in a cohort.
    • Average order value (AOV) — average amount spent per order.
    • Customer lifetime value (CLV) — total value generated by customers over their relationship with the store.

    These metrics help merchants compare customer behavior and retention across different cohorts over time.

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  6. Asked: June 1, 2026In: COMMERCE

    Can cohort reports be filtered?

    Pramendra Yadav
    Pramendra Yadav Enlightened Founder @ NOIR & BLANCO
    Added an answer on August 10, 2026 at 5:17 pm

    Yes. Cohort reports can be filtered in Shopify Analytics. Merchants can apply available filters to focus on specific groups of customers, time periods, or other criteria and analyze retention and purchasing behavior more precisely.

    Yes. Cohort reports can be filtered in Shopify Analytics. Merchants can apply available filters to focus on specific groups of customers, time periods, or other criteria and analyze retention and purchasing behavior more precisely.

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  7. Asked: June 1, 2026In: COMMERCE

    What is customer retention?

    Pramendra Yadav
    Pramendra Yadav Enlightened Founder @ NOIR & BLANCO
    Added an answer on August 10, 2026 at 5:14 pm

    Customer retention is the ability of a business to keep existing customers coming back and making additional purchases over time. In Shopify, retention analysis helps merchants understand repeat purchases, returning customers, and customer loyalty, so they can improve strategies for maintaining longRead more

    Customer retention is the ability of a business to keep existing customers coming back and making additional purchases over time. In Shopify, retention analysis helps merchants understand repeat purchases, returning customers, and customer loyalty, so they can improve strategies for maintaining long-term customer relationships.

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