Unified Marketing Performance View
The company needed a centralized system that would enable integration of performance-related data in various parts of the campaign to analyze the data consistently and remove differences in various reporting systems.
Accurate Attribution Modeling
An effective attribution model was required to appropriately assess the value of every marketing interaction point so that ROI measures a complex customer challenge.
Faster Insights and Reporting
The client needed real-time reporting functionality to be aware dynamically of the campaign performance and to be able to make quick optimization decisions without delay on the batch reports.

There were different attribution models that were being employed in various campaigns, thus conflicting insights. This non-coherence also resulted in a slow pace in the evaluation of the effectiveness of the channel and the allocation of budgets efficiently.

The marketing data was distributed across different platforms, including social media, paid ads, and CRM. This division created a lack of analysis that was complete and negatively affected the understanding of the knowledge, which was holistic.

There was no unified view of cross-channel interactions with the customer. This weak grasp of customer experience made it impossible to optimize the multi-channel campaigns.

Traditional use of batch processing and manual reporting led to delays in the availability of campaign insights. This made the decision process slow, and agility in changing marketing situations was hard.
Multi-Touch Attribution Framework Implementation
A scalable multi-touch attribution framework was developed and deployed with distributed data processing solutions from Apache Spark on Databricks. The data on the customer journey was systematically processed, and the logic behind attribution was standardized so that the performance evaluation was consistent and accurate.
Cross-Channel Data Integration Architecture
An integrated approach to data integration was created based on the use of cloud infrastructure on Amazon Web Services. Data pipelines were created to bring in and single-handedly coordinate campaign data with various information sources that produced a dependable data store where analytics could be updated.
Enabled Campaign Real-Time Analytics
Pipelines for processing the data in real-time were set up in Databricks, which allows processing the data continuously and in real-time. Tableau was used to create an analytical dashboard that gives actionable insights to enable stakeholders to monitor campaign performance dynamically.
Standards Delivery of Measurement
An extensive measurement system was established and deployed, which aligned KPIs, attribution policies, and the reporting hierarchy. The governance practices were implemented to make the analytics ecosystem consistent, scalable, and maintainable over time.




An advertising agency with rapid growth based on multi-channel digital campaigns and differentiated to provide measurable performance results to enterprise customers in a wide range of industries.
The transformation helped us to have a clear view of our marketing performance. Our decisions are much better now with organized attributions and real time; we have made better campaigns and ROI.
The strategic Databricks consulting services have successfully enabled a modern marketing analytics base. A unified and scalable solution was provided by addressing the solution of data fragmentation, inconsistent attribution, and delay in reporting.
All in all, the solution did not only enhance the visibility of marketing ROI but also provided sufficient background to future business expansion and sophisticated analytics programs, guaranteeing the future of business development and competitive edge.
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