
Andi Bagus – Performance Marketing Case Study
Background
The collaboration with Andi Bagus focused on transforming their digital advertising into a structured, performance-driven growth system while preserving the premium identity of the brand. Operating in a competitive fashion environment where visual positioning and brand perception directly influence purchasing decisions, the objective was not only to increase sales but to build a scalable and sustainable acquisition framework.
At the start of the project, the advertising setup required strategic restructuring to improve efficiency and clarity across the customer journey. Campaigns needed stronger segmentation and more deliberate budget allocation to unlock their full performance potential.
Strategic Restructuring
We reorganized the advertising account into a clearly defined funnel structure, separating cold audience acquisition, warm audience engagement, and high-intent retargeting. This ensured that each audience group received messaging aligned with their level of familiarity and purchase intent. Instead of broad, undifferentiated campaigns, we implemented a layered strategy designed to guide users from initial discovery through to final conversion.
This structural clarity allowed for more precise budget distribution and stronger control over performance metrics at each stage of the funnel. It also enabled faster optimization cycles, as underperforming segments could be identified and adjusted without disrupting the overall system.
Creative Optimization
Given the nature of the fashion industry, creative execution played a central role in performance improvement. We developed and tested multiple creative directions, including premium lifestyle visuals, detailed product-focused imagery emphasizing materials and craftsmanship, and short-form video content tailored for engagement-driven placements.
Creative testing became an ongoing process rather than a one-time adjustment. By continuously analyzing performance data, we identified which visual angles, messaging styles, and calls-to-action generated the highest engagement and strongest conversion rates. Underperforming variations were phased out, while winning creatives were scaled strategically.
Data & Conversion Tracking
To support informed decision-making, we refined the tracking infrastructure to ensure accurate event measurement and clearer attribution visibility. Improved tracking allowed us to monitor user behavior across the funnel—from product views to add-to-cart actions and completed purchases—giving us deeper insight into conversion bottlenecks.
This data clarity strengthened retargeting precision and enabled more effective optimization of high-intent audiences. With better visibility into performance drivers, decisions became fully data-backed rather than assumption-based.
Controlled Scaling
Once stability and consistent returns were achieved, we shifted focus toward growth. Budgets were increased gradually on high-performing campaigns while maintaining strict efficiency benchmarks. Lookalike audiences built from high-quality customer data were introduced to expand reach without compromising targeting relevance.
Scaling was implemented incrementally, ensuring that return on ad spend remained stable while acquisition volume increased. This method protected profitability and avoided the common performance drops associated with aggressive budget expansion.
Results & Impact
Over the course of the collaboration, Andi Bagus’s advertising evolved from fragmented campaign execution into a structured and scalable performance engine. The optimized funnel architecture, creative testing framework, and improved data visibility resulted in stronger return on ad spend, lower cost per purchase, higher engagement rates, and improved conversion performance from warm audiences.
Beyond short-term sales growth, the brand gained a stable digital acquisition system capable of supporting long-term expansion while maintaining its premium positioning within the fashion market.
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