Data Engineering

Wealth management ETL, handled for you.

Stop building custom pipelines from every custodian, CRM, and portfolio system. Milemarker extracts, transforms, and loads wealth management data so your team doesn't have to.

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130+ pre-built connectors · Daily refresh · SOC 2 Type II

The Maintenance Problem

Custom ETL breaks. And then someone has to fix it at 6am.

Every custodian changes their API occasionally. Schwab renames a field. Fidelity adds a new authentication requirement. Orion updates their data export format. Each time it happens, someone on your engineering team gets paged.

Custom ETL pipelines are maintenance liabilities — they require constant attention, fail silently, and scale with headcount instead of data volume. Milemarker maintains the connectors so you don't have to. When Schwab changes their API, we update the connector. Your data keeps flowing without your team getting paged.

How It Works

Extract. Transform. Load. Maintained for you.

1

Extract from your sources

Milemarker connects to custodians, CRMs, portfolio accounting, compliance tools, and billing platforms. Authentication, scheduling, and error handling — all managed.

2

Transform to a unified model

Raw custodian data becomes normalized wealth management records. Field mapping, type standardization, hierarchy resolution — applied before data reaches your team.

3

Load to your destination

Snowflake, BigQuery, Redshift, or Milemarker's own query layer. Clean, normalized data lands where your analysts and applications need it.

What You Get

Pipelines that run. And keep running.

130+ pre-built connectors, maintained by Milemarker, updated when sources change — so your data never stops.

130+ pre-built connectors

Schwab, Fidelity, Pershing, Salesforce, Redtail, Orion, Tamarac, eMoney, and more — all pre-built, maintained, and updated when sources change.

Connector maintenance included

When custodians update their APIs, Milemarker updates the connector. Your data doesn't break. Your engineering team doesn't get paged.

Wealth-native transformation

The transformation layer understands households, advisor hierarchies, benchmark assignments, and account classifications — not just generic field mapping.

Daily scheduled refreshes

Data refreshes on a consistent daily schedule. Analysts start each morning with data they can trust.

Error alerting and reconciliation

When extraction fails or data looks wrong, Milemarker detects it and alerts before it affects downstream reporting.

Full lineage

Every record traces back to its source. You can audit where any data point came from and when it was last refreshed.

130+
Pre-Built Connectors
Daily
Automated Refresh
$200B+
AUA Processed
Who It's For

Built for the engineers who want to stop maintaining pipelines

Data Engineer

"I was spending half my time maintaining custodian pipelines. Milemarker replaced the whole maintenance burden — I moved to building actual analytics."

VP of Technology

"We had three engineers whose full-time job was keeping our ETL alive. Milemarker replaced that. Now those engineers work on advisor tools."

Common Questions

What data teams ask before they switch

What sources does Milemarker extract from?
130+ sources including Schwab, Fidelity, Pershing, Salesforce, Redtail, Wealthbox, Orion, Tamarac, Black Diamond, eMoney, MoneyGuide, and more.
How does Milemarker handle API changes from custodians?
Milemarker maintains the connectors. When a source changes their API or data format, our team updates the connector — not yours.
Can we load data to our own data warehouse?
Yes. Milemarker delivers normalized data to Snowflake, BigQuery, Redshift, or any cloud data warehouse. You own the destination.
What if we have a proprietary internal system?
We scope custom connectors during onboarding. Most custom integrations follow a standard API pattern we can connect to.
Related Resources
Data Platform Wealth Management Data Warehouse: Purpose-Built for Investment Firms Data Warehouse Snowflake for Wealth Management: Native Integration with Milemarker Developer Platform Wealth Management API: Normalized Data for Any Application Data Model Unified Data Model for Wealth Management: One Schema for Every Source

Stop maintaining pipelines. Start using your data.

Milemarker handles the extraction, transformation, and loading — so your engineering team can focus on building the tools your advisors actually use.

130+ pre-built connectors · Daily refresh · SOC 2 Type II