Productivity and Utilities

Uptime and Downtime Calculator

Enter each part a request depends on, with its availability and number of copies, to see the overall uptime and the downtime it allows.

Your numbers

Parts in a chain
Part 1
Part 2
Part 3

Shows the downtime that target allows for comparison.

Result

Overall availability

99.9498%

About 4.4 h of downtime in a 365 day year.

Downtime per year
4.4 h
Downtime per month
22 min
Weakest part
Database at 99.95%

Each part after copies

PartAvailabilityCopiesPart availability
Web tier99.9%299.9999%
App tier99.9%299.9999%
Database99.95%199.95%

Downtime by period

PeriodExpected downtime
Per day43.4 s
Per week5.1 min
Per month (30.4167 days)22 min
Per year (365 days)4.4 h
How this was calculated
  1. Copies side by side: part availability = 1 - (1 - a)^k, because the part is down only when every copy is down at once.
  2. Parts in a chain: overall availability = the product of the part availabilities, because a request needs all of them.
  3. Downtime = (1 - availability) x minutes in the period. A year is 525,600 minutes and a month is one twelfth of a year.
  4. This assumes failures are independent. Shared causes, such as one power feed, make real results worse.
  • These are probabilities, not guarantees. A contract may measure uptime differently, exclude maintenance windows or count only some failures, so read its definition.

Calculated using SumPanda.com · https://sumpanda.com/uptime-sla-downtime-calculator/

Results are estimates for general information. Verify important figures before relying on them.

Next step

How to use the uptime and downtime calculator

  1. List each part a request depends on, such as a web tier, an app tier and a database, with its availability as a percent.
  2. If a part has identical copies running side by side, enter how many. The part stays up while at least one copy is up.
  3. Optionally enter a target availability to see the downtime it allows.
  4. Read the overall availability and the downtime per day, week, month and year.

Formula

part with k copies: availability = 1 - (1 - a)^k

chain of parts: overall availability = product of the part availabilities

downtime = (1 - availability) x minutes in the period

A year is 365 days (525,600 minutes) and a month is one twelfth of a year. Copies assume failures are independent of each other.

Web, app and database

The web tier and the app tier are each 99.9% available and run as two copies, so each is 1 - 0.001^2 = 99.9999% available. The database is 99.95% available with one copy. Overall availability is 0.999999 x 0.999999 x 0.9995 = 99.9498%.

That means about 263.85 minutes of downtime in a year, or 4.40 hours, 21.99 minutes in a month and 43.4 seconds in a day. A single service at 99.9% allows 525.6 minutes, or 8.76 hours, a year. Adding a second copy to the weakest part is the cheapest way to move the total.

Why chains lose and copies win

In a chain, every extra part is another way for a request to fail, so the total is always lower than the weakest part. Copies work the other way: the part fails only when every copy is down at once. That is why a few modest components in parallel can beat one excellent component.

The weakest part, shown in the results, tells you where a change would help most.

What the number does not capture

Real failures are rarely independent. A shared network, power feed or software bug can take out every copy together, and the true availability is then lower than this page shows. Contracts also define uptime in their own way, with maintenance windows, partial outages and credits. Read the definition before relying on a figure. For related planning, see the Exponential Backoff Schedule Generator and the Erlang C Staffing Calculator.

Assumptions and limits

  • Availability is the share of time a part works, and parts fail independently.
  • Copies are identical and any one of them can carry the whole load.
  • Planned maintenance counts as downtime only if it is included in the availability you enter.
  • The result is a probability model, not a guarantee.

Formulas reviewed October 10, 2026. See the calculation methodology for how SumPanda rounds, tests and sources its formulas.

Frequently asked questions

What does 99.9% availability allow?

It allows 0.1% of the time to be down, which is 525.6 minutes or 8.76 hours in a 365 day year, and 43.8 minutes in an average month.

Why is the overall figure lower than every part?

A request needs every part in the chain to work at the same moment, so the chance that all are up is the product of the individual chances, which is smaller than each one.

How is the month length chosen?

A month is one twelfth of 365 days, 30.4167 days, so that twelve months add up to a year. A contract may use 30 days or the calendar month.

Can I enter 100%?

Yes. A perfect part adds no downtime. The page then shows zero downtime for a chain made only of such parts.