Business case · The cost of slow data

What is slow data movement costing you?

Slow data movement is rarely a line item — so it hides. But it bills every day: idle machines you pay for by the hour, people waiting on data, blown migration windows, and bandwidth you provision but never fill. Here is where it adds up, and how to put a number on it.

Where it adds up

Four hidden costs of slow data.

Idle machines

GPUs and clusters that bill while they wait

An accelerator stalled on a checkpoint or dataset still costs you by the hour. At AI-datacenter scale, even a 15% data stall runs into the millions per year.

Price idle machines →
People waiting

Scientists, engineers, and analysts on hold

A researcher waiting on a sequencing run or an analyst on the overnight batch is a cost too — and in many fields the bigger one. It is salary spent watching a progress bar.

Price the wait →
Blown windows

Migrations that double-run for weeks

Until a migration cuts over, you pay for both the old and new environments at once. A slow mover stretches that overlap from days into weeks.

Cost a slow cutover →
Wasted bandwidth

The link you pay for but never fill

A 100 Gbps circuit filled to 30% is a 30 Gbps circuit bought at full price. Single-stream tools leave most of your pipe — and its bill — idle.

Find wasted bandwidth →
Put a number on it

The math is simple — the total is not.

Idle-machine cost = machines × cost per hour × the share of time they wait on data, across a year. Add the people idled on data the same way, and the bandwidth you pay for but cannot fill. Our calculators do it with your figures and build a downloadable business case — with a pitch you can take to your stakeholders.

What Zettar returns

Line rate makes most of it go away.

When data moves at line rate — the ~90%+ the Zettar zx Appliance realizes — machines stay fed, people stop waiting, migration windows collapse, and the bandwidth you already pay for finally does work. Proven: 1 PB in 29 hours at 96% utilization with SLAC and the U.S. DOE.

FAQ

Common questions

FAQ

What is the cost of slow data movement?

It is the sum of idle machines that bill while they wait, people idled on data, migrations that double-run for weeks, and bandwidth you pay for but never fill. At scale it commonly reaches seven figures a year; our calculator puts a number on it for your environment.

FAQ

How do I calculate the cost of slow data?

Idle-machine cost = machines times cost per hour times the share of time they wait on data, across a year; add people the same way, plus the bandwidth you cannot fill. The Zettar cost calculator does it with your figures and builds a downloadable business case.

FAQ

How does Zettar reduce it?

By moving data at line rate (about 90%+), so machines stay fed, people stop waiting, migration windows collapse, and the bandwidth you already pay for does work. Proven: 1 PB in 29 hours at 96% utilization with SLAC and the U.S. DOE.

Get started

Stop paying for slow data.

Run the numbers on your environment, then let us prove what line rate recovers — measured, not estimated.