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Data generation

Free Random Number Generator

Generate integer, float, BigInt and base-number fixtures for tests.

Whole number between 1 and 100.

Use locale codes such as en, es, fr, de, pt_BR or zh_CN.

Choose expanded profile output or one scalar number fixture type.

Optional minimum for integer, float, binary, hexadecimal, octal and roman numeral output.

Optional maximum for integer, float, binary, hexadecimal, octal and roman numeral output.

Optional positive multiple for integer or float output.

Optional decimal-place limit for float output. Range: 0-10.

Optional minimum for BigInt output as an integer string.

Optional maximum for BigInt output as an integer string.

Optional positive multiple for BigInt output.

Use the same numeric seed to reproduce the same output.

01 · Definition

What is random number generator?

A random number generator creates synthetic numeric values for test data, validation workflows, import fixtures and parser QA. It helps developers produce repeatable integers, floats, BigInt-compatible strings, binary values, hexadecimal values, octal values and roman numerals without copying production metrics into non-production datasets.

The tool above sends your count, locale, seed, method, range, multiple, decimal-place and BigInt options to the Spotzee Extended API, then renders returned numbers[] records. Use profile for expanded records, or choose integer, float, BigInt, binary, hexadecimal, octal or roman numeral output. Read the in-depth random number generator guide for endpoint options, response fields and fixture design notes.

02 · Process

How it works

  1. 1Enter a count.Type the number of numeric records to generate, from 1 to 100.
  2. 2Choose a method.Pick expanded profile output or one scalar method: int, float, bigInt, binary, hex, octal or romanNumeral.
  3. 3Set numeric controls.Use minimum, maximum, multiple, decimal-place and BigInt controls only when the selected method supports them.
  4. 4Set repeatability.Add a numeric seed when the same generated output must repeat in tests.
  5. 5Generate fixtures.The server validates the options, forwards a form-encoded request to /generic/data/generate/number and renders the returned number records.

03 · Risk

Why it matters

Numeric fixtures sit inside imports, score fields, counters, payment-adjacent test forms, parser tests and validation rules. If every test uses one hand-written value, you miss range, precision, base-conversion and integer-boundary paths that only fail with varied input.

A free random number generator online gives you controlled variation without real business metrics. Use it as an Excel random number generator for spreadsheet QA, switch to hexadecimal or binary output for parser tests, or seed output for Python and Java fixture scripts.

04 · Use cases

Common ways to use this tool

  • Import and validation tests. Generate integer and float values for required numeric fields, range checks and boundary-path QA.
  • Parser fixture generation. Create binary, hexadecimal and octal values for systems that parse base-number strings.
  • BigInt-compatible data. Generate BigInt values as strings when JSON compatibility matters in API and database tests.
  • Roman numeral displays. Create roman numeral values for UI states, education tools and conversion tests.
  • Seeded test scripts. Use seeded number fixtures when Python, Java, Excel or JavaScript test setup needs repeatable values.

05 · Interpretation

What to check in the result

  • Count outside 1 to 100. The API accepts up to 100 number records per request. For larger datasets, call the endpoint multiple times.
  • Range on profile output. Minimum and maximum controls apply to scalar methods, not profile output.
  • Only one range bound set. Send minimum and maximum together so the endpoint can validate the full range.
  • Multiple on the wrong method. The multipleOf option applies to integer and float output only.
  • Decimal places outside range. Float decimal-place control must be a whole number from 0 to 10.
  • BigInt options on scalar methods. Use BigInt minimum, maximum and multiple controls only with method=bigInt.

Frequently asked

Questions about this tool

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