Scaling a consumer product on platforms like Shopee and TikTok Shop creates a massive operational risk: ad spend driving buyers to empty store pages. When campaigns run out of stock, ad accounts suffer a triple penalty. Search algorithms downgrade product listings, ad accounts lose historical optimization data, and bids continue running on zero-inventory keywords. A mass-market baby care brand launching a new category line faced this scaling bottleneck. Initial campaigns yielded modest sales of roughly USD 600 (Rp10M). Attempts to ramp up daily ad budgets created stockouts that triggered platform penalties, resetting learning phases on top-performing ad creatives. The goal wasn't merely running higher ad budgets; it was synchronizing paid traffic with real-time supply chain velocity.
BEFORE
Rp10M Baseline
Unaligned Stock Bids
Unranked Product
AFTER
Rp500M Revenue
Real-Time Supply Sync
Top 3 Category Rank
Fixing the Invisible Costs of Marketplace Stockouts
When an ad drives traffic to an out-of-stock listing, marketplace algorithms instantly suppress store visibility. Reclaiming lost organic ranking post-restock often costs twice as much in ad spend. Furthermore, forced ad pauses reset tracking pixels, sending campaigns back into expensive testing phases.
Using Katalis AI agents including LARA for campaign optimization and NIKO for continuous store data analytics—the brand connected ad bidding logic directly to live stock thresholds across sales channels.
Automated Campaign Synchronization
The strategy replaced manual campaign adjustments with real-time performance rules:
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Automated Spend Throttling: As warehouse stock dipped past critical inventory levels, ad spend automatically dialed back to protect organic conversion rates and preserve campaign learning data.
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Aggressive Push During Peak Supply: When inventory supply cleared safety margins, ad engines expanded bids across Shopee and TikTok to push the brand toward high-intent buyers.
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Listing & Creative Optimization: Creative assets were updated in bulk, framing the products as daily essentials to maximize conversion rates on active traffic.
The Result: Top 3 Category Rank in 30 Days
By tying media execution directly to inventory data, the brand eliminated wasted ad spend during low-stock periods while accelerating growth during full stock availability.
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Sales surged from Rp10M (600 USD) to nearly Rp500M (30,000 MYR) in a single month.
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The brand achieved a Top 3 ranking in its targeted baby care category within 30 days of campaign launch.
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Wasted ad spend on out-of-stock items dropped to zero.
Stop wasting ad spend on out-of-stock products.
→ Learn how Katalis AI keeps your campaigns and inventory in sync. Book Our Consultation here