📊 Does increasing ad spend always drive growth?
I analyzed marketing performance data and found a clear pattern:
✔ Ad spend increases customer acquisition
❌ But beyond a point, efficiency drops
📈 CPA rises due to audience saturation and lower conversion quality
Key takeaway:
👉 Budget optimization—not budget expansion—is the real growth lever.
The best results came from smarter allocation, not higher spend.
Have you seen diminishing returns in your campaigns?
Slide : https://lnkd.in/gY6yK5GJ
Data : https://lnkd.in/gdQ4zQZ6