Run Cockroach Labs' campaigns on Snowflake data directly
Product usage already sits in Snowflake, and getting it into Marketo means another imported object and another sync to babysit. Conversion is the agentic marketing automation platform that reads your warehouse natively and puts agents on the campaign builds a lean ops team cannot absorb.
75%
reduction in MOps time spent on recurring work
10x
faster campaign-to-launch cycle time
4 weeks
average migration, running in parallel with Marketo
SOC 2
Type II certified, with approval-first AI agents
PLG signals in Snowflake, a MAP that cannot see them
Your usage and fit data live in the warehouse. Marketo needs it copied into custom objects first, and even then the campaign still has to be built by hand.
Warehouse data has to be copied in
Product usage and event data sit in Snowflake, but Marketo has no native warehouse connection. Activating it means an imported object, a new field to map, and middleware to maintain before a single nurture fires.
Custom objects are second-class
Read-only in smart lists, limited triggers, rigid relationships. The account and technographic objects your team relies on cannot drive the workflows you want to build on top of them.
Every asset is a hand build
Campaign briefs, email builds, form builds, and the review round trips between them. A lean ops team spends its week producing assets instead of designing the motions that need them.
From campaign brief to built and QA'd
Agents take the brief, build the audience, draft the emails and forms, and QA the send before it goes out. Every agent is permission-scoped and approval-first, so your ops team reviews and signs off instead of building from scratch.
The brief becomes the campaign
A request in plain English becomes an audience, a draft campaign, and a pre-send QA pass. Your team reviews the output rather than assembling it, and the review is where the expertise actually pays.
PLG signals that start the work
When usage in Snowflake crosses a threshold or an account's fit changes, an agent picks it up, drafts the nurture, and routes it for approval. The play starts without waiting for a free slot on the roadmap.
MOps Intake
Campaign QA
Weekly Performance Digest
Deliverability Watch
Audience Builder
Lead Routing
List Hygiene
Pipeline Reporter
Sync Watchdog
Account Brief Writer
MOps Intake
Campaign QA
Weekly Performance Digest
Deliverability Watch
Audience Builder
Lead Routing
List Hygiene
Pipeline Reporter
Sync Watchdog
Account Brief Writer
Lifecycle Stage Mover
MQL to SDR Handoff
Subject Line Optimizer
Send Time Optimizer
Webinar Follow-Up
Intent Signal Watcher
Churn Risk Notifier
Re-engagement Wrangler
Localization Agent
Nurture Gap Finder
Lifecycle Stage Mover
MQL to SDR Handoff
Subject Line Optimizer
Send Time Optimizer
Webinar Follow-Up
Intent Signal Watcher
Churn Risk Notifier
Re-engagement Wrangler
Localization Agent
Nurture Gap Finder
MOps Intake
Campaign QA
Weekly Performance Digest
Deliverability Watch
MOps Intake
Campaign QA
Weekly Performance Digest
Deliverability Watch
Audience Builder
Lead Routing
List Hygiene
Pipeline Reporter
Audience Builder
Lead Routing
List Hygiene
Pipeline Reporter
Sync Watchdog
Account Brief Writer
Lifecycle Stage Mover
MQL to SDR Handoff
Sync Watchdog
Account Brief Writer
Lifecycle Stage Mover
MQL to SDR Handoff
Subject Line Optimizer
Send Time Optimizer
Webinar Follow-Up
Intent Signal Watcher
Subject Line Optimizer
Send Time Optimizer
Webinar Follow-Up
Intent Signal Watcher
Churn Risk Notifier
Re-engagement Wrangler
Localization Agent
Nurture Gap Finder
Churn Risk Notifier
Re-engagement Wrangler
Localization Agent
Nurture Gap Finder
Approval-first · Permission-scoped · Auditable · SOC 2 Type II
Snowflake product usage, queryable inside your MAP
Connect Snowflake and Salesforce natively, custom objects included, so product events, account fit, and opportunity context sit in one place. Tables and views become segmentable objects with no import step and no middleware in between.
Salesforce
System of record
Conversion
Execution layer
Bidirectional
Configurable conflict resolution
Campaign sync
Members, statuses, and lead assignment
Custom objects
Standard and custom Salesforce objects
Audit trail
Detailed change history on every sync
Connects natively to your stack
Your smart campaigns, custom objects, and the rest of it
The programs, smart lists, scoring models, forms, and templates your instance runs today all carry across, plus the warehouse objects Marketo could never hold natively. Reporting and attribution are included as part of the platform, with multi-touch models from first touch through closed won, so measurement does not become a separate project after the move. Consolidating does not mean giving anything up.
Dynamic Email Studio
Drag-and-drop builder with live CRM and warehouse fields. Hyper-personalize every message with dynamic content blocks.
Query Engine & Segmentation
Trigger workflows from CRM changes, product events, and enrichment data. Build audiences with a powerful query builder.
Campaigns & Folders
Organize and manage campaigns at scale with folders, tagging, and team collaboration.
Real-Time Workflows
Visual workflow builder with branching, delays, and AI-powered actions that trigger in real time.
Forms & Pages
Build branded forms and landing pages that feed directly into your workflows. No need for separate tools.
CRM Sync & Auditing
Enterprise Salesforce sync with bidirectional updates, conflict resolution, and full audit logs.
Reporting
Campaign performance tied to pipeline and revenue by persona, segment, and lifecycle stage.
Liquid Templating
Advanced personalization with Liquid syntax for conditional content, loops, and dynamic blocks.
A/B Testing
Test subject lines, content, send times, and workflows to optimize every touchpoint.
RBAC Controls
Fine-grained role-based access control for teams. Enterprise-grade permissions.
A parallel run, not a leap of faith
Moving a mature Marketo instance to a newer platform is a real risk to weigh. Marketo stays live while Conversion runs alongside it, and nothing is cut over until it has been verified against the original.
Forward-deployed engineers run it
FDEs migrate your workflows, lists, templates, and scoring models, then QA every component before anything goes live.
About 1-2 hours a week from your team
For roughly three weeks. That's the full time commitment while the migration runs in the background.
Parallel run, zero downtime
Nothing is cut over until every workflow has been verified against the Marketo original. No dark period, no lost sends.
A team that stays embedded
Deployment strategists work inside your marketing org through launch and beyond, with structured workshops in the first weeks and as many as your team wants after.
Used by MOps teams replacing Marketo, Pardot, and HubSpot.
ClickHouse
- Valuation
- $15B
- Employees
- 500+
- Replaced
- Marketo
Plaid
- Valuation
- $8B
- Employees
- 1,500+
- Replaced
- Marketo
Webflow
- Valuation
- $4B
- Employees
- 1,500+
- Replaced
- Iterable
DDN
- Valuation
- $11B
- Employees
- 1,600+
- Replaced
- Marketo
Productboard
- Valuation
- $1.7B
- Employees
- 500+
- Replaced
- Marketo
BuildOps
- Valuation
- $1B
- Employees
- 600+
- Replaced
- HubSpot
ACV Auctions
- Ticker
- NYSE: ACVA
- Employees
- 3,200+
- ARR
- $1B
AMCS
- Valuation
- €2B
- Employees
- 1,300+
- Replaced
- Pardot
Veriforce
- Valuation
- $1.2B+
- Employees
- 1,800+
- Replaced
- Pardot & Marketing Cloud
See it running on Cockroach Labs's data
Book a working session with our team. We'll tailor the demo to your stack and show you exactly how the migration would run.
Thanks for filling out the form, we'll be in touch soon!
Frequently asked questions
Teams running mature Marketo instances are our primary customers. Every migration is led by a dedicated deployment strategist, with forward-deployed engineers moving your programs, smart lists, email templates, and scoring models. The average timeline is about four weeks, running in parallel with Marketo the whole way, and nothing is cut over until it has been verified against the original. The platform is SOC 2 Type II certified with role-based access control and full Salesforce sync audit logging.
Yes. Conversion connects natively to Snowflake, BigQuery, Databricks, Redshift, and PostgreSQL. Tables and views become usable objects in the platform: available in segments, personalization, and workflow triggers, alongside your Salesforce custom objects. Marketing ops configures it in the UI, no engineering tickets required.
Attribution comes with the platform. Conversion ships reporting and attribution as a product, Mosaic, running on the same data as the MAP, with multi-touch models from first touch through closed won. Because every touch runs through Conversion and syncs to Salesforce, including campaign membership and status, campaign performance is tied directly to pipeline and revenue, and it breaks down by persona, segment, and lifecycle stage. Your team can also ask in plain language how many MQLs a segment produced last quarter and what happened to them, so measurement is not a second system to wire up and reconcile.
Inflection is a capable lifecycle email and journey tool, strong at product-led messaging, and it was not built as a full MAP. There is no attribution model and no pipeline or revenue reporting, so measurement means exporting to your warehouse and building it yourself in Looker, Tableau, Power BI, or Hex. Salesforce sync is bi-directional on Leads and Contacts only, with Campaigns, Accounts, and Opportunities read-only, and there is no Programs equivalent for tokens, assets, or duplication. Account scoring exists, but the scores stay inside Inflection and never reach Salesforce. There are no landing pages and no ABM product, and their agents draft for a human to activate rather than running on a schedule. Conversion was built to replace Marketo end to end, including programs, custom objects, attribution, and account-level work.
The recurring operational work: ticket intake and triage, audience building from plain-English requests, pre-send campaign QA, list hygiene, and sync monitoring. Every agent is permission-scoped, approval-first, and fully auditable, so your team reviews anything before it ships.
About one to two hours a week from your team, for roughly three weeks. Forward-deployed engineers do the migration work, a dedicated deployment strategist runs the process end to end, and Marketo keeps running the entire time.
No. The platform is built for marketing operations teams at enterprise companies, but common tasks like building emails, creating segments, and launching workflows are straightforward. Teams evaluating both consistently tell us Conversion is more capable without being harder to use.
Ready to see it on Cockroach Labs' data?
Book a working session and we'll show Conversion segmenting on your Snowflake usage data, agents building the campaigns behind it, and the migration plan from Marketo.
