LIMERENCE

E-COMMERCE

AI-Powered SQL for E-Commerce

Help merchandising and growth teams understand customer behavior, track conversions, and optimize inventory.

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Ask in plain English

Your team asks business questions. Limerence generates the SQL.

Question

What is our cart abandonment rate by device type this week?

sql
SELECT device_type,
  COUNT(CASE WHEN status = 'abandoned' THEN 1 END)::float / COUNT(*) * 100 AS abandon_rate,
  COUNT(*) AS total_carts
FROM carts
WHERE created_at >= CURRENT_DATE - INTERVAL '7 days'
GROUP BY device_type
ORDER BY abandon_rate DESC;
Question

Show me the top 10 products by revenue with their return rate

sql
SELECT p.name, SUM(oi.quantity * oi.price) AS revenue,
  ROUND(COUNT(r.id)::float / NULLIF(COUNT(oi.id), 0) * 100, 1) AS return_rate
FROM order_items oi
JOIN products p ON oi.product_id = p.id
LEFT JOIN returns r ON r.order_item_id = oi.id
GROUP BY p.name
ORDER BY revenue DESC
LIMIT 10;
Question

Which customer segments have the highest lifetime value?

sql
SELECT c.segment, COUNT(DISTINCT c.id) AS customers,
  ROUND(AVG(c.lifetime_value), 2) AS avg_ltv,
  ROUND(SUM(c.lifetime_value), 2) AS total_ltv
FROM customers c
GROUP BY c.segment
ORDER BY avg_ltv DESC;

Compliance & Security

Self-hosted means your data never leaves your infrastructure.

PCI DSS

Payment card data stays within your infrastructure. Limerence never touches card numbers.

GDPR

Customer PII queried locally. Data subject access and deletion requests handled through your existing processes.

CCPA

Full data inventory visibility. Track what personal information is stored and where.

Speaks your language

Teach Limerence e-commerce terminology so it maps business terms to your actual schema.

LTV
Lifetime Value — total revenue expected from a customer
customers.lifetime_value
AOV
Average Order Value — mean revenue per order
AVG(orders.total)
SKU
Stock Keeping Unit — unique identifier for each product variant
products.sku
GMV
Gross Merchandise Value — total value of goods sold
SUM(order_items.quantity * order_items.price)
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bash
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