Calista Lee, Regional Marketing, APAC at Darktrace, shares her insights on building customer-centric demand generation strategies that drive measurable business outcomes. She discusses aligning marketing with revenue, fostering cross-functional collaboration, leveraging AI for personalization, and measuring success beyond traditional metrics to achieve sustainable growth and create long-term business value in today’s evolving B2B landscape.
Welcome to the interview series, Calista. Could you tell us about yourself and your journey as a marketer?
I’ve spent more than a decade in marketing across both B2C and B2B industries, with a consistent focus on driving growth, demand generation, and business outcomes across the APAC region. Throughout my career, I have helped organizations create scalable marketing systems and demand generation engines that transform customer engagement into a tangible pipeline, revenue growth, and long-term business value.
What has remained constant, regardless of industry, is my passion for understanding customer needs and developing marketing strategies that not only build brand awareness but also generate measurable business impact. I’ve always enjoyed bringing together people, processes, and technology to create demand engines that support long-term growth.
What demand generation strategies have consistently delivered the strongest results across APAC markets?
The strongest results come from an integrated, customer-centric approach rather than any single marketing tactic. Successful demand generation starts with strong alignment between marketing, sales, and business stakeholders, ensuring everyone is working toward the same business outcome.
I view demand generation as an entire sales and marketing journey. Every touchpoint should be intentional, delivering value while reinforcing key messages that resonate with the audience. Whether it’s events, digital marketing, content, partner marketing, or sales outreach, each channel plays a role in moving prospects forward.
Today’s buyer journey is no longer linear. Prospects engage through different channels, at different times, and often follow unique paths before making a decision. With the tools and data available today, we can create personalized experiences that guide each prospect through their own journey while ultimately leading them toward the same outcome. The real success lies in orchestrating these multiple touchpoints into a cohesive experience that builds trust and drives conversion.
You advocate a marketing-to-revenue approach. How can marketing teams better demonstrate their impact on business outcomes?
At its core, marketing is about driving demand and creating a pipeline. When marketing is done effectively, it brings the right people, at the right time, to the right opportunities for the business.
To demonstrate impact, marketing must first be aligned with the organization’s overall growth objectives and have a clear understanding of how its activities contribute to those goals. Marketing should not operate in isolation. It should be measured against the business outcomes it is designed to influence, whether that’s increasing market share, accelerating revenue growth, expanding into new markets, or supporting customer retention.
To do this effectively, it’s essential to establish a measurement framework that tracks performance across the entire customer journey. Demand indicators such as inquiries, demo requests, marketing-qualified leads, sales-qualified leads, and meetings booked provide early signals that the strategy is working.
However, marketing’s contribution shouldn’t stop at lead generation. The true measure of success is how demand translates into opportunities, pipeline, and ultimately revenue. By connecting marketing activities to these downstream business outcomes and demonstrating their contribution to overall business growth, marketing teams can clearly showcase their value and position themselves as strategic growth drivers rather than simply campaign executors.
In your experience, what drives successful collaboration between marketing, sales, customer success, and product teams?
Successful collaboration starts with understanding the goals, priorities, and challenges of each stakeholder and then aligning them around a shared business objective.
I often think of collaboration as a Venn diagram. Each function naturally has its own focus and agenda, but the key is identifying the common denominator—the business outcome that everyone wants to achieve. Once that alignment is established, it’s much easier to build strategies that create value across teams.
I also believe it’s important to clearly demonstrate how a marketing strategy supports the objectives of each stakeholder group. Whether it’s helping sales generate pipeline, supporting customer success with retention and expansion opportunities, or enabling product adoption, people are more likely to collaborate when they understand how success benefits everyone.
Ultimately, the most effective teams operate with a shared sense of ownership. Collaboration isn’t about handing work from one function to another—it’s about working together toward the same destination and achieving outcomes collectively as one team.
“Marketing should not operate in isolation. Its success should be measured by the business outcomes it drives, from revenue growth and market expansion to customer retention.”
How do you evaluate the success of your marketing efforts beyond the usual marketing metrics?
While traditional marketing metrics such as impressions, clicks, engagement, and leads provide useful signals, I evaluate success through the lens of business impact. Ultimately, marketing exists to drive growth, so I focus on how our efforts contribute to demand generation, pipeline creation, revenue, customer acquisition, and retention.
I believe it’s important to look at the entire customer journey rather than individual campaign performance. For example, are we attracting the right audience? Are prospects progressing through the sales funnel? Are we shortening sales cycles, improving conversion rates, or increasing customer lifetime value? These are often stronger indicators of success than standalone campaign metrics.
I also pay close attention to stakeholder outcomes. If sales teams are having better conversations, customer success teams are seeing stronger adoption, and leadership can clearly connect marketing investments to business results, then marketing is creating meaningful value. For me, success is measured not just by what marketing generates, but by the business outcomes it enables.
Which aspect of AI has played the biggest role in helping drive marketing performance?
I believe AI has fundamentally changed how marketers operate by enabling greater scale, efficiency, and relevance in our engagement efforts. One of its biggest advantages is the ability to analyze vast amounts of data quickly, uncovering insights and patterns that would otherwise take significant time and resources to identify. This allows marketers to make faster, more informed decisions and respond more effectively to changing customer behavior.
One area where I’ve seen AI deliver significant value is personalization. Today’s buyers expect highly relevant and tailored experiences, and AI helps us better understand customer intent, engagement signals, and preferences. This enables us to deliver the right message through the right channel at the right time, creating more meaningful customer interactions and ultimately improving conversion rates.
AI has also become a powerful productivity driver for marketing teams. From content development and audience segmentation to campaign execution and performance optimization, AI streamlines many operational tasks and helps teams work more efficiently. As a result, marketers can spend less time on manual processes and more time focusing on strategic planning, creativity, and building stronger relationships with customers and stakeholders.
That said, I view AI as an enabler rather than a replacement for marketing expertise. I often think of AI as a strategic partner. When leveraged effectively, it not only enhances efficiency and decision-making but also gives marketers more room to focus on what humans do best: strategic thinking, creativity, and innovation. The strongest results come from combining AI’s speed and analytical capabilities with human insight and a deep understanding of customer needs. When used thoughtfully, AI helps marketers create more impactful experiences while driving stronger business outcomes.
About Calista Lee
Calista is a B2B marketing leader with expertise in demand generation, go-to-market strategy, and integrated marketing across the APAC region. She specializes in building scalable marketing frameworks that drive pipeline, revenue, and business growth through data-driven decision-making and cross-functional alignment. Throughout her career, she has partnered with organizations including AWS, VMware, Google, AMD, and the Singapore Tourism Board to deliver impactful marketing programs, customer engagement, and market expansion.
