JSON Structure Analyzer

Analyze JSON structure metrics: count objects, arrays, keys, max depth, and detect issues like repeated keys and inconsistent types

Paste valid JSON to see structural metrics including object count, array count, key count, max depth, and detected issues.

What is the JSON Structure Analyzer?

The JSON Structure Analyzer examines your JSON content and reports quantitative metrics about its overall structure. It counts objects, arrays, and keys, determines the maximum nesting depth, and detects potential issues such as repeated keys, inconsistent types within arrays, and oversized arrays — giving you a bird's-eye view of JSON complexity without interactive navigation.

How to Use

  1. Paste your JSON content in the input area
  2. The analysis runs automatically as you type
  3. Review the statistics panel showing counts and depth
  4. Check the issues section for potential problems
  5. Click "Copy Results" to copy the analysis summary

Use Cases

  • API response profiling — Quickly assess the complexity of API payloads before processing them
  • Schema design review — Identify overly nested structures that may indicate design issues
  • Data quality checks — Detect repeated keys that cause silent data loss during parsing
  • Performance estimation — Large array counts and deep nesting can indicate potential performance bottlenecks
  • Migration planning — Understand the structure of JSON data before converting to another format

Example: Analyzing an API Response

Given a typical REST API response with nested data:

{
  "data": {
    "users": [
      { "id": 1, "name": "Alice", "roles": ["admin", "editor"] },
      { "id": 2, "name": "Bob", "roles": ["viewer"] }
    ],
    "pagination": { "page": 1, "total": 42, "perPage": 10 }
  },
  "status": "success"
}

The analyzer reports: 6 objects, 3 arrays, 13 keys, max depth 4, and no issues detected. This tells you the response is moderately nested with a manageable structure.

Detected Issue Types

  • Repeated keys — Keys that appear more than once in the same object. Most JSON parsers silently discard all but the last value, causing unexpected data loss.
  • Inconsistent types — Arrays containing mixed element types (e.g., strings and numbers together). While valid JSON, this can cause issues with typed languages and schema validation.
  • Oversized arrays — Arrays with more than 100 elements. This is informational and suggests the data might benefit from pagination or streaming.

Privacy and Security

All analysis happens entirely in your browser using JavaScript. Your JSON content is never transmitted to any server. No data is stored, logged, or shared.

Frequently Asked Questions

What does the JSON Structure Analyzer do?

The JSON Structure Analyzer examines your JSON content and reports structural metrics: the total number of objects, arrays, keys, and the maximum nesting depth. It also detects potential issues like repeated keys, inconsistent types within arrays, and oversized arrays.

What are repeated keys and why do they matter?

Repeated keys occur when the same key appears more than once in a single JSON object (e.g., {"name": "A", "name": "B"}). While technically valid JSON syntax, most parsers silently discard all but the last value for a duplicate key. This can lead to subtle bugs where data is unexpectedly lost.

What counts as inconsistent types in an array?

An array has inconsistent types when its elements are of different types — for example, mixing strings and numbers (["hello", 42]) or mixing objects with primitives. While valid JSON, inconsistent types can cause issues in strongly-typed languages and make schemas harder to define.

What is an oversized array?

An array with more than 100 elements is flagged as oversized. This is an informational warning since large arrays can indicate data that might be better paginated, stored separately, or processed with streaming instead of loading entirely into memory.

How is nesting depth calculated?

The root value is at depth 0. Each level of nesting (entering an object or array) increases the depth by 1. For example, in {"a": {"b": [1]}}, the number 1 is at depth 3. Deep nesting can indicate overly complex data structures.

What is the difference between JSON Explorer and JSON Structure Analyzer?

JSON Explorer provides an interactive tree view for navigating and searching JSON content. JSON Structure Analyzer provides quantitative metrics about the overall structure — counts, depth, and potential issues — giving you a bird's-eye view of JSON complexity without interactive navigation.

Is my JSON data sent to a server?

No. All analysis happens entirely in your browser using JavaScript. Your JSON content is never transmitted to any server. No data is stored, logged, or shared.

What are the input size limits?

The tool warns when input exceeds 500KB (processing may be slow) and rejects input larger than 5MB. These limits ensure the browser remains responsive during analysis.