Insights on Data, RevOps, and B2B Growth

Articles, frameworks, and guidance on data quality, deliverability, RevOps, outbound, and building growth systems that actually hold up at scale.

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Outbound & Pipeline
B2B Data & Lead Lists
Deliverability & Email Setup
CRM & RevOps Systems
Automations & Integrations
Conversion & Website Growth
Data & Performance Analytics
Case Studies & Playbooks

Abstract deep-black banner showing a glowing AI core hovering above a node-based data pipeline—messy and leaking on the left with amber risk sparks, stabilized by a central foundation gate, and clean on the right with teal trust signals.

AI Won’t Fix Your RevOps (It’ll Expose It)

If your RevOps foundation is messy, AI doesn’t make you faster — it makes you wrong faster.

CRM & RevOps Systems

Ata Khan

Mar 74 min read

Abstract teal signal line passing through a translucent filter padlock, with constellation-style nodes on a deep black background—representing deliverability trust signals in modern inboxes.

Outlook’s High-Volume Sender Rules: The 2026 Deliverability Checklist

Microsoft just raised the bar for high-volume senders — and now Gmail, Yahoo, and Outlook can throttle or reject mail when your deliverability “floor” isn’t solid. This post breaks down what changed, the 2026 minimum-spec checklist (SPF/DKIM/DMARC, unsubscribe handling, list hygiene), and the scorecard you should track to keep outbound reliable at scale.

Deliverability & Email Setup

Ata Khan

Feb 24 min read

Dark, tech-themed blog banner with glowing lines connecting a shield, waveform, and database icons into a bright envelope, flowing into a transparent “scorecard” panel showing inbox placement, spam rate, replies per 1k, and meetings per 1k, with the headline “Deliverability + Execution + The New Scorecard” on a starry grid background.

Google’s GMail AI Update: The 2026 Playbook

Gmail’s AI-driven inbox is changing how outbound gets filtered, prioritized, and responded to. This post breaks down the 2026 outbound execution playbook—deliverability fundamentals, sending patterns, list hygiene, and the new scorecard that replaces vanity metrics with pipeline KPIs.

Deliverability & Email Setup

Ata Khan

Jan 164 min read

Dark, modern outbound ‘engine’ graphic showing ICP targeting (highlighted contact cards), inbox deliverability (shielded envelope), and a sales pipeline board connected by neon blue and teal lines on a charcoal background.

Outbound Isn’t Dead in 2026 — Your Inputs Are

Outbound isn’t dead — but most outbound systems are broken at the input level. If your team is struggling, it’s usually not the reps or the copy. It’s a fuzzy ICP, stale data, and deliverability that’s quietly tanking results. In this post, I break down the 3 failure modes that kill outbound and the 72-hour reset that gets pipeline flowing again.

Outbound & Pipeline

Ata Khan

Jan 74 min read