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Imrana Essa
SaaS Marketing Lead
Imrana Essa is a marketing lead and content strategist with 8+ years of experience creating and leading content for B2B and SaaS brands. She specializes in marketing analytics, attribution, content strategy, and organic growth, translating complex marketing concepts into clear, actionable insights. Her work focuses on helping marketers understand performance, make data-informed decisions, and build strategies that contribute to sustainable growth.
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Revenue attribution models: How to choose the right model for your business
A $10,000 deal closes, and three different reports claim three different channels deserve the credit. That’s the daily reality for marketing teams comparing attribution numbers after every closed-won deal. The problem gets worse as customer journeys stretch across five, ten, or more touchpoints before a prospect ever signs a contract. Picking the wrong revenue attribution […]
10 best HockeyStack alternatives for 2026
Choosing a HockeyStack alternative is no longer a simple attribution-tool swap. HockeyStack now covers attribution, buyer journeys, GTM intelligence, account scoring, AI, lift reporting, and workflow automation. But not every team needs that full GTM stack. Some need deeper revenue attribution, while others prioritize ABM intent, product analytics, paid-media measurement, or call tracking. This guide […]
First-click attribution: Reveal what brings in new customers
Every customer journey starts with a single click. But do you know which one? Not every marketing channel influences customers in the same way. Some create awareness, while others help close the sale. Knowing where the journey begins can reveal which campaigns, content, and channels consistently bring new customers to your business. First-click attribution is […]
Marketing attribution models: Types, examples & when to use each
Marketing is rarely a one-click journey. Someone might discover your brand through a blog, come back after seeing a LinkedIn post, click a Google Ad a week later, and finally convert after receiving an email. So, which of those interactions deserves credit for the conversion? That is exactly what marketing attribution models are designed to […]
How to choose an attribution model for your business
Unsure which attribution model to trust for budget decisions? This guide walks you through a practical checklist, clear model comparisons, and business-type examples so your reporting lines up with real revenue instead of just clicks or vanity metrics.
Marketing attribution dashboard: Complete guide KPIs & reporting
Marketing teams generate more data than ever before, but data alone does not drive better decisions. Without a clear way to connect campaigns, channels, and customer interactions to revenue, it becomes difficult to know which marketing efforts deserve more investment and which are draining your budget. A marketing attribution dashboard brings all of your attribution […]
What is the attribution window, and why does it matter?
Have you ever wondered why the same campaign reports different conversion numbers across Google Ads, Meta, and your analytics platform? In many cases, the difference comes down to one setting: the attribution window. An attribution window defines how long after a user clicks, views, or interacts with your marketing a conversion can still be credited […]
AI-driven marketing attribution: How it works
Marketers now interact with an average of over ten channels before a customer converts, yet most attribution tools still hand all the credit to the first or last click. That single blind spot costs teams budget, clarity, and revenue. AI-driven marketing attribution solves this by using machine learning and first-party data to show you how […]
How to measure marketing attribution accurately in 10 steps
Three platforms can claim credit for the same conversion, and all three can look correct. That is one of the biggest problems in marketing measurement. Ad platforms use different attribution windows, tracking rules, and conversion definitions. The result is conflicting reports and unclear budget decisions. Marketing attribution helps create a more consistent view of performance. […]