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Data Infrastructure for Breakaway Advisors: Start Your RIA With the Right Foundation

Breaking away from a wirehouse or broker-dealer? The technology decisions you make in the first 90 days will define your firm's data capabilities for years. Start with a data platform that scales.

The technology choices you make in your first 90 days will either constrain or compound your growth for the next decade.

A breakaway advisor is a financial advisor leaving a wirehouse (Morgan Stanley, Merrill Lynch, UBS, Wells Fargo) or broker-dealer to launch or join an independent RIA. The transition involves selecting a custodian, choosing a CRM, picking a portfolio management system, establishing compliance infrastructure, and migrating client relationships — all within a compressed timeline. Most breakaway advisors make these technology decisions under pressure, selecting tools in isolation without considering how the data from those tools will connect. The result is a fragmented tech stack from day one — a problem that becomes exponentially harder to fix as the firm grows.

The 90-Day Technology Trap

Breakaway advisors face enormous pressure to get operational fast. Clients are transitioning, the revenue clock is ticking, and every day without a functioning firm costs real money. Technology decisions get made reactively — the custodian recommends a portfolio system, a colleague recommends a CRM, the compliance consultant recommends the tools they know. Each decision feels reasonable in isolation.

The problem is that nobody asks "how will these systems talk to each other?" By the time the firm is operational, data lives in five to seven separate systems with no connections between them. The CRM knows client names. The custodian knows account positions. The portfolio system knows performance. None of them know what the others know.

Eighteen months later, the picture looks familiar: the advisor is manually exporting CSVs to build client reports, can't get a unified view of their book, and the "technology stack" is really just a collection of unconnected logins. The advisor who spent months planning the perfect client service model is spending Friday afternoons reconciling spreadsheets.

The irony is hard to miss. Many advisors leave wirehouses partly because of bad technology — clunky systems, siloed data, no ability to build the firm they envisioned. Then, under pressure to get operational, they accidentally recreate the same fragmentation as independents. The tools are different. The problem is identical.

This is not inevitable. It is a sequencing problem. The advisors who get data infrastructure right from the start — who think about how their tools connect before they select them — build firms that scale efficiently. The advisors who treat technology as a series of individual tool decisions spend years managing the consequences.

What to Get Right From Day One

You are going to make a lot of decisions in a short amount of time. Here are the principles that will determine whether those decisions compound over the next decade or constrain you.

01

Own Your Data

The biggest reason to go independent is control. That includes your data. Don't let it get locked into vendor silos on day one. Start with a data warehouse you own — one that isn't tied to any single vendor's continued cooperation.

02

Connect Before You Accumulate

It is 10x easier to connect your CRM, custodian, and portfolio system during setup than to retrofit connections after 2 years of fragmented data. The time to think about how your tools connect is before your first client record is entered.

03

Choose Systems That Have APIs

Every tool you pick should have an API. If it doesn't, your data is trapped inside it from the moment you enter your first client record. An API is not a nice-to-have — it is the minimum requirement for a connected data environment.

04

Think About Reporting Now

You will need client reports, billing reconciliation, and compliance documentation. If the data for these lives in three separate systems, you will be building reports in Excel forever. The time to solve that is before the data is fragmented.

05

Plan for Growth

You may be a solo advisor today. In three years, you may have three advisors and an operations person. The technology choices you make now should support a team, not just you — and they should scale without requiring a full re-architecture.

06

Compliance From the Start

SEC and state regulators expect systematic compliance processes. "I check things manually" works at $100M. It does not work at $500M or when you get examined. Structured, queryable compliance data is infrastructure, not overhead.

Milemarker for Breakaway Advisors

Milemarker provides the data layer that connects your tools from day one. You choose your systems — Milemarker connects them.

  • Choose your CRM (Salesforce, Wealthbox, Redtail) — Milemarker connects to it

  • Choose your custodian (Schwab, Fidelity, Pershing) — Milemarker connects to it

  • Choose your portfolio system (Orion, Black Diamond, Tamarac) — Milemarker connects to it

All data lands in a Snowflake warehouse you own — from the first client you onboard. As your firm grows, every new system you add connects to the same data layer. No retrofit required. No migration project. No data engineering team needed.

AI queries work from day one. "What is my total AUM by custodian?" "Which clients haven't had a review in 6 months?" "What is my revenue by client segment?" These are not aspirational capabilities you unlock someday. They are available from the moment your tools are live and connected.

You start with the same data infrastructure built for RIAs that $5B firms wish they had built earlier — at the moment it is cheapest and easiest to implement.

Typical Breakaway Setup

CRM, custodian, and portfolio system selected independently

Data fragmented across tools from day one

Client reports built manually

No unified view of the book

Compliance documentation assembled ad hoc

Scaling requires re-architecting technology

With Milemarker From Day One

Tools selected independently but connected through one data layer

Unified data from the first client onboarded

Reporting from a single source of truth

Complete book analytics from day one

Compliance data structured and queryable

Scaling means adding connections, not rebuilding

The Compounding Advantage

Data infrastructure compounds like capital. The earlier you build it, the more value it creates over time. Every month of connected, structured data you accumulate makes the next analysis richer, the next AI query more useful, the next compliance review faster.

Year 1

Connected reporting across your CRM, custodian, and portfolio system. A unified client view from a single source. Basic analytics that would take hours to assemble manually are now available in minutes.

Year 3

AI-powered meeting prep, automated compliance monitoring, and data-driven growth planning — all built on three years of clean, connected data. The difference between a firm that built data infrastructure at launch and one that didn't is not just efficiency. It is the quality of decisions being made every week.

Year 5

Your firm runs on a data platform that took zero ongoing effort to maintain and would cost $200,000 or more to recreate from scratch. Firms that wait until they are at $1B to build data infrastructure spend six to twelve months and significant capital doing what could have been set up in weeks at launch.

The best time to plant a tree was 20 years ago. The second best time is your first 90 days as an independent advisor.

Frequently Asked Questions

When should I implement Milemarker — before or after I break away?

Ideally during your transition planning, before you have selected all your tools. Milemarker can help inform which systems to choose based on data connectivity. But if you have already launched, connecting your existing tools retroactively is straightforward — the benefit of starting early is compounding clean data from day one, not a hard prerequisite.

How much does Milemarker cost for a new RIA?

Milemarker's pricing scales with the complexity of your data environment. A new firm with one custodian, one CRM, and one portfolio system is at the simpler end of the spectrum. A strategy call will provide transparent pricing for your specific setup — there is no one-size-fits-all number because the right configuration depends on what you are connecting.

I'm a solo advisor — is this overkill?

It might feel that way on day one. But the cost of implementing Milemarker at launch is a fraction of what you will spend retrofitting data infrastructure at $500M. Every solo advisor who grows to a meaningful firm eventually needs this layer — the question is whether you build it from scratch under pressure or whether it is already there. Think of it as building the foundation before you build the house.

Can Milemarker help me migrate client data from my wirehouse?

Milemarker connects to your new systems — your new custodian, CRM, and portfolio platform. Client data migration from a wirehouse is typically handled through your custodian's ACATS process and your CRM's data import tools. Milemarker unifies that data once it is in your new systems, giving you a connected view of the book you have rebuilt as an independent.

What if I change my CRM or custodian later?

That is one of the key advantages. Your historical data lives in your Snowflake warehouse independent of any vendor. If you switch from Redtail to Wealthbox, or add a second custodian, your data history is preserved and the new system connects to the same data layer. Vendor changes become operational decisions, not technology crises.

Do I need technical staff to manage Milemarker?

No. Milemarker is a managed platform. You do not need a data engineer, a Snowflake administrator, or an IT department. Milemarker handles the infrastructure; you use the data. Most new RIAs do not have dedicated technical staff — that is not a barrier to having a world-class data layer.

How quickly can I be up and running?

Most new RIAs have their primary custodian and CRM connected within 1 to 2 weeks of those systems being live. The data starts flowing as soon as your tools are operational. There is no long implementation timeline — Milemarker's pre-built connectors mean you are connecting to existing infrastructure, not building from scratch.

Can I use Milemarker to build client-facing reports?

Milemarker provides the unified data that powers reporting. You can connect BI tools, use Milemarker Workflow for advisor-facing views, or build client deliverables from the Snowflake warehouse. The data is available in whatever format you need — the warehouse is yours, and you are not locked into Milemarker's specific output formats.

Related guides

Part of the Data Infrastructure series:

  • Snowflake for Financial Services & Wealth Management

  • Snowflake for RIAs

  • How to Build an RIA Technology Stack in 2026: A Complete Guide

  • What is a Wealth Management Data Platform?

  • CRM Integration for Wealth Management: Connecting Salesforce, Redtail & Wealthbox to Your Data

  • Multi-Custodian Reporting for RIAs: Aggregating Data Across Schwab, Fidelity, and Pershing

Read more

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Ready to Connect Your Stack?

30-minute consultation on your data strategy and requirements.

Watch a walkthrough of the platform in action.

Ready to Connect Your Stack?

30-minute consultation on your data strategy and requirements.

Watch a walkthrough of the platform in action.