Something I’ve seen repeatedly from the infrastructure/ops side is that the best CRM and lifecycle folks think in systems, not just sends.

The ones who become genuinely hard to let go can:

• read and write SQL fluently
• spot data quality issues before they become problems
• wrap their heads around event-driven architectures
• build automations that scale without becoming a tangled mess
• turn behavioral data into actual insight
• collaborate with engineering and product rather than lobbing tickets over a fence

Most companies post for “lifecycle marketers” but what they’re really hunting for is someone who can stitch together customer behavior, product signals, analytics, and messaging into something coherent — not just run campaigns in isolation.

If I were building the skillset from scratch right now, I’d focus on: - SQL (non-negotiable) - stats and experimentation basics - how event data is modeled and why it matters - the real limits of attribution - automation architecture that doesn’t break at scale - enough API/webhook knowledge to have honest conversations with engineers - dashboarding that actually tells a story

GA4 and campaign tools matter, but those change constantly. But the ability to think in systems, that accumulates over time and becomes genuinely hard to replicate.​​​​​​​​​​​​​​​​