Frequently Asked Questions

We primarily serve mid-market and enterprise brands, typically those generating more than $25 million in annual revenue or investing $100,000+ per month in digital advertising. Our ideal clients fall within the $50 million to $500 million revenue range. As organizations grow, analytics becomes increasingly complex. New marketing channels, evolving privacy requirements, customer data platforms, and growing internal reporting needs all place greater demands on measurement systems. This is where our expertise provides the most value. While we occasionally work with smaller organizations, our services are best suited for teams that view analytics and measurement as strategic business capabilities rather than basic reporting functions.

Our ideal clients view analytics and measurement as strategic business capabilities, not just reporting tools. They understand that accurate data powers critical decisions across marketing, product, and operations, and that maintaining high-quality measurement systems requires ongoing attention. We work best with organizations that have active development teams, multiple marketing channels, and a growing analytics ecosystem. These companies recognize that tracking implementations must evolve alongside their business, and they value having experienced specialists available to monitor data quality, resolve issues, and support new initiatives as they arise. The strongest partnerships are with teams that care deeply about the accuracy of their data and want measurement considered across every technology, agency, and business function that touches the customer journey.

Analytics and measurement systems are not "set it and forget it" technologies. Websites change, new marketing channels are added, platforms release updates, and development activity can unintentionally disrupt tracking at any time. Over the years, we found that organizations received the greatest value when measurement was treated as an ongoing business function rather than a series of one-time projects. Long-term engagements allow us to proactively monitor data quality, address issues before they impact reporting, and continuously improve the systems that power decision-making. Our goal is not simply to implement tracking. It's to ensure that your data remains accurate, reliable, and actionable over time.

A surprising number of changes can impact data quality without creating obvious symptoms. Websites evolve, platforms release updates, marketing technologies change their requirements, and development teams introduce new features, all of which can affect how data is collected and reported. Common examples include e-commerce platform updates, subscription platform changes, privacy and attribution updates, new marketing channels, third-party app conflicts, website performance issues, and custom development work. Many of these changes occur behind the scenes and may go unnoticed until reporting becomes inaccurate or business decisions are being made with incomplete data. This is why ongoing measurement oversight is important. Small technical changes can have significant downstream effects across analytics, advertising, attribution, and customer data systems... Especially in the Shopify ecosystem where major changes can be made with just a few clicks and a single app install.

Most analytics agencies specialize in reporting and implementation. We specialize in the systems that make measurement possible. Our founder, Dan, spent eight years leading product for the mPulse user-measurement platform at SOASTA, which was trusted by the top 10 U.S. retailers and later acquired by Akamai. Prior to that, he spent seven years as a senior engineer on Oracle's ATG e-commerce platform. His work in analytics and tracking resulted in five patents in data science and measurement technology. That background gives us a different perspective than traditional analytics agencies. We understand how measurement systems are engineered, how e-commerce platforms behave under the hood, and how data flows across complex technology stacks. Our analysts have spent years solving measurement challenges across hundreds of websites and brands. Some members of our team come from solutions and measurement roles at tracking and A/B testing platforms as well, giving us a unique perspective on both the tools and the businesses that rely on them. Just as importantly, we build long-term partnerships with our clients. Our managed-service model is designed around ongoing stewardship of analytics and measurement systems, not one-off projects. The result is a high-retention client base and relationships built on trust, reliability, and measurable business impact.