Stuck right now? Get Databricks expert help today.
Failing job, exploding DBU bill, pipeline that won't move — you don't need a proposal, you need senior eyes on it. I'm Scott Bell, 3x Databricks certified. Email me the problem and I'll offer you a same-day or next-day triage slot.
A written next-step plan is provided at the end of your call.
Sound familiar?
The fires I get called for
If any of these is your afternoon, you're in the right place. I've debugged every one of them in production — usually more than once.
"My job keeps failing and the error makes no sense"
Cryptic Py4J stack traces, intermittent task failures, jobs that pass on rerun. I read Spark UIs and driver logs for a living.
"Our DBU bill just doubled and nobody knows why"
Runaway all-purpose clusters, jobs on the wrong compute, Photon where it doesn't pay. We find the line items and stop the bleed.
"Spark keeps throwing OOM errors"
Executor lost, driver OOM, disk spill everywhere. Usually a skew, shuffle, or partitioning problem — fixable once you can see it.
"My DLT pipeline is stuck or backed up"
DLT/Lakeflow pipelines that won't progress, expectations failing silently, streaming backlogs growing by the hour.
"Unity Catalog permissions are blocking everyone"
PERMISSION_DENIED mazes, grants that don't behave, external locations nobody can read. I untangle the privilege model fast.
"The cluster takes forever or keeps restarting"
Slow spin-up, init script failures, spot terminations, driver restarts mid-job. Cluster config is where good pipelines go to die.
"Our migration is stalled"
Hive metastore to Unity Catalog, warehouse to lakehouse, workspace consolidation — blocked on a decision nobody wants to own.
"A query that took minutes now takes hours"
Sudden slowdowns after a version bump, data growth, or a schema change. Delta stats, file sizes, and join strategy — sorted in a session.
The offer
Rapid Triage: 60 minutes, senior eyes, today or tomorrow
One session, one problem, one certified expert live in your code. Not a ticket queue, not a junior working a runbook.
Rapid Triage session
$500 from, per incident
- 60 minutes live over screen share — you drive, I direct
- Root-cause diagnosis of the failing job, cost spike, or blocker
- Fix or workaround applied live where possible
- Written follow-up notes: cause, fix, and how to prevent a repeat
- A written next-step plan is provided at the end of your call
If it's bigger than an hour
Fixed quote before you commit
- Some fires are symptoms: a broken cost model, a shaky migration plan, a skills gap
- Follow-on work is scoped and priced in writing after triage — never sprung on you mid-call
- 1:1 consulting for architecture and cost work, delivered through RapidData
- Team training, priced on request, when the whole team needs the fix
- Plenty of incidents end at one session — and that's fine
Process
From "help" to a booked slot in three moves
Email the fire
One paragraph, "Urgent" in the subject. Paste the error, the job run ID, or the bill screenshot. Don't polish it — I'd rather have raw stack traces than a tidy summary.
Get a slot and a price
I reply with the earliest slot — usually same-day or next-day — and a confirmed price. If I can't help or can't make your timeline, I say so immediately.
Triage live
60 minutes on a call, in your actual code. You leave with the root cause named, the fix applied or written down, and notes you can hand to your team.
Before we talk
How to get the most from 60 minutes
None of this is required — we can start from a blank screen share. But every item below buys back minutes we'd otherwise spend hunting.
Have on hand
- The exact error message and full stack trace, not a paraphrase
- Job run IDs and access to the Spark UI for the failing runs
- Cluster or pipeline config (JSON export is perfect)
- For cost issues: the billing view or system tables query output
Set up if you can
- A screen share from someone who can run notebooks in the workspace
- A note of what changed recently — code, data volume, runtime version, permissions
- A minimal repro, if one exists (don't burn hours building one)
- The person who can approve a config change, on the call or reachable
Straight answer
Looking for official Databricks support?
That's help.databricks.com — the right channel for platform outages, product defects, and account issues, and I'll tell you mid-call if your problem belongs there. I'm an independent expert for the other kind of emergency: when you need senior eyes on your actual code, your pipeline design, or your bill.
FAQ
Urgent help, honest answers
How fast can you actually look at my problem?
Email scott@databricks.expert with "Urgent" in the subject and a one-paragraph description. I reply fast during UK business hours and offer the earliest slot I have — usually same-day or next-day, and I regularly cover US morning overlap. If I genuinely can't get to you in time, I'll say so in the first reply instead of leaving you waiting.
What does a Rapid Triage session cost and what do I get?
From $500 per incident. That buys 60 minutes of live screen-share troubleshooting with me — not a junior — plus written follow-up notes covering the root cause, the fix or workaround, and what to change so it doesn't happen again. Complex incidents that need prep or a second session are quoted up front before you commit.
What if you can't fix it in one session?
Most incidents are diagnosed inside the hour; some fixes take longer than 60 minutes to implement. Either way you leave with a clear path forward: root cause identified, next steps written down, and a fixed quote if you want me to carry on. A written next-step plan is provided at the end of your call.
Do you need access to our workspace?
No. Most triage sessions run over screen share — you drive, I direct. If read-only workspace access is easy for you to grant, it speeds things up, but it is never required. I'll sign an NDA before seeing any code, data, or architecture if you need one.
How is this different from official Databricks support?
Official support (help.databricks.com) handles platform defects, outages, and ticket-based questions — and it's the right channel for those. I'm an independent expert for the other category: your code, your pipeline design, your cluster config, your costs. You get a senior engineer live on a call the same day, working in your actual code, not a ticket queue.
Can this turn into a longer engagement?
Yes, and it often does. If triage surfaces a bigger problem — a migration that needs restructuring, a cost model that needs a teardown, a team that needs training — I'll propose a fixed-scope follow-on. Consulting is delivered through my company RapidData, and team training is priced on request. No pressure either way: plenty of incidents end at one session.
Your pipeline isn't going to fix itself tonight.
Send the error now. You'll get the earliest triage slot I have — usually today or tomorrow — a confirmed price, and a senior engineer who has seen this fire before.
Get help todayA written next-step plan is provided at the end of your call. If I can't make your timeline, I'll tell you in the first reply.