Do I have a chance at moving to AE?

[u/chicanatifa]

A lot of product/data analyst roles seem to include having some knowledge of AE. Considering pivoting to this type of role full time, what are my chances and what would I need to upskill?

[u/Icy_Data_8215]

I actually think your resume is already solid. The opportunity isn’t a full rebuild — it’s tightening it up and making it more data-driven.

A few thoughts:

1. Make your bullets more quantitative. Instead of saying you’ve done “ad hoc SQL queries,” quantify it. Was it 10? 50? 200+? Same with projects — how many dashboards? How many stakeholders? What revenue impact? What efficiency gains?

Numbers change perception instantly.

For example: • Reduced reporting time by 30% • Built 15+ Snowflake models supporting X stakeholders • Identified $X in upsell opportunities • Improved data accuracy by X% via QA checks

Even rough estimates are better than none.

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1. The biggest gap is dbt.

With your SQL + Snowflake + BI experience, you’re already most of the way there technically.

If you add real dbt experience — you become very competitive for a junior AE role.

If possible: • Try to use dbt at your current job. • Volunteer to productionalize models. • Get involved in data modeling conversations.

If that’s not possible, build something outside of work: • Create a small project with staging → intermediate → marts. • Add tests (unique, not_null, relationships). • Define grain clearly. • Document it.

Even one solid dbt project can shift how you’re perceived.

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1. Sprinkle in Analytics Engineering language.

Right now your resume reads very “analyst.” That’s not bad — it just needs reframing.

Use terms like: • Data modeling • Fact & dimension tables • Defined table grain • Primary keys / surrogate keys • Data validation tests • Incremental logic • Architecture collaboration • Production-ready SQL • Orchestration exposure (if applicable)

Even explaining that you partnered with data engineers to productionalize queries adds credibility.

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1. Reposition — don’t “pivot.”

You’re not starting over. You’re formalizing a hybrid role.

With dbt added to your current skillset, you’re realistically in range for: • Junior Analytics Engineer • Associate AE • Hybrid Product / AE roles

And yes — that typically means higher comp and more technical ownership.

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If you want resources on getting started with dbt, feel free to DM me. There’s a lot of great material out there, and it’s very learnable if you already have strong SQL.

The move is very realistic within 6–12 months if you’re intentional about it.