Power BI - Essential SQL Queries for Marketing
Campaign Performance
- Total leads generated by campaign:
SELECT CampaignID, CampaignName, COUNT(LeadID) AS TotalLeads
FROM Leads
GROUP BY CampaignID, CampaignName;
- Conversion rate by campaign:
SELECT CampaignID,
SUM(CASE WHEN Status = 'Converted' THEN 1 ELSE 0 END) * 100.0 / COUNT(*) AS ConversionRate
FROM Leads
GROUP BY CampaignID;
- Revenue generated per campaign:
SELECT CampaignID, SUM(OrderAmount) AS CampaignRevenue
FROM Orders
GROUP BY CampaignID;
🎯 Customer Segmentation
- Leads by source (social, email, referral):
SELECT LeadSource, COUNT(*) AS LeadCount
FROM Leads
GROUP BY LeadSource;
- Customer demographics by region:
SELECT Region, COUNT(CustomerID) AS CustomerCount
FROM Customers
GROUP BY Region;
- High-value customers (spend > 50,000):
SELECT CustomerID, SUM(OrderAmount) AS TotalSpend
FROM Orders
GROUP BY CustomerID
HAVING SUM(OrderAmount) > 50000;
ROI & Spend Analysis
- Marketing spend vs revenue:
SELECT CampaignID, SUM(Spend) AS TotalSpend, SUM(OrderAmount) AS TotalRevenue,
(SUM(OrderAmount) - SUM(Spend)) AS ROI
FROM CampaignSpend cs
JOIN Orders o ON cs.CampaignID = o.CampaignID
GROUP BY CampaignID;
SELECT CampaignID, SUM(Spend) / COUNT(LeadID) AS CostPerLead
FROM CampaignSpend cs
JOIN Leads l ON cs.CampaignID = l.CampaignID
GROUP BY CampaignID;
- Customer acquisition cost (CAC):
SELECT CampaignID, SUM(Spend) / COUNT(DISTINCT CustomerID) AS CAC
FROM CampaignSpend cs
JOIN Orders o ON cs.CampaignID = o.CampaignID
GROUP BY CampaignID;
Engagement Metrics
SELECT CampaignID,
SUM(CASE WHEN Opened = 1 THEN 1 ELSE 0 END) * 100.0 / COUNT(*) AS OpenRate
FROM EmailCampaigns
GROUP BY CampaignID;
- Click-through rate (CTR):
SELECT CampaignID,
SUM(CASE WHEN Clicked = 1 THEN 1 ELSE 0 END) * 100.0 / COUNT(*) AS CTR
FROM EmailCampaigns
GROUP BY CampaignID;
SELECT PostID, SUM(Likes) AS TotalLikes, SUM(Shares) AS TotalShares, SUM(Comments) AS TotalComments
FROM SocialPosts
GROUP BY PostID;
Key Notes
- Indexes: Use on
CampaignID, CustomerID, and OrderDate for faster queries.
- Dashboards: These queries feed KPIs like ROI, CAC, CPL, CTR, and conversion rates.
- Best practice: Always validate campaign spend and revenue data for consistency.
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