diff --git a/docs/dev/dynamic-fields.md b/docs/dev/dynamic-fields.md
new file mode 100644
index 0000000000..cf53ce6bd0
--- /dev/null
+++ b/docs/dev/dynamic-fields.md
@@ -0,0 +1,335 @@
+# Dynamic Fields in PPL
+
+## Overview
+
+Dynamic fields enable schema-on-read capabilities in PPL, allowing queries to work with fields that aren't known at query planning time.
+The key idea is to map fields that are directly referred in the query to static fields, and others to dynamic fields.
+And most of the command implementation only consider static fields, while very few commands such as join need to handle dynamic fields.
+
+**Key Concepts:**
+- **Field Resolution**: Analyzes query and determines which fields need to be mapped to static/dynamic fields.
+- **Static Fields**: Known fields extracted as individual columns
+- **Dynamic Fields**: Unknown/wildcard-matched fields stored in `_MAP` field
+- **`_MAP` Field**: Special field containing all unmapped fields as a map
+
+## Architecture
+
+### Components
+
+1. **FieldResolutionVisitor** (`core/src/main/java/org/opensearch/sql/ast/analysis/FieldResolutionVisitor.java`)
+   - Analyzes PPL AST to determine field requirements
+   - Propagates field requirements through query plan
+   - Returns `FieldResolutionResult` for each node
+
+2. **FieldResolutionResult** (`core/src/main/java/org/opensearch/sql/ast/analysis/FieldResolutionResult.java`)
+   - Contains regular fields (static, known fields)
+   - Contains wildcard patterns (e.g., `prefix*`)
+   - Provides methods to combine/modify field requirements
+
+3. **CalciteRelNodeVisitor** (`core/src/main/java/org/opensearch/sql/calcite/CalciteRelNodeVisitor.java`)
+   - Converts AST to Calcite RelNode
+   - Uses field resolution results to build execution plan
+   - Handles `_MAP` field creation/modification for dynamic fields
+
+4. **DynamicFieldsHelper** (`core/src/main/java/org/opensearch/sql/calcite/DynamicFieldsHelper.java`)
+   - Utility methods for dynamic field handling
+   - Manages `_MAP` field operations
+   - Handles field projection and merging
+
+5. **DynamicFieldsResultProcessor** (`core/src/main/java/org/opensearch/sql/calcite/utils/DynamicFieldsResultProcessor.java`)
+   - Expands `_MAP` field into individual columns before returning results to client
+   - Collects all dynamic field names across result rows
+   - Converts dynamic field values to VARCHAR type for consistency
+   - Creates expanded schema with both static and dynamic fields
+
+## How Dynamic Fields Work
+
+### Field Resolution Process
+
+```
+Query: source=logs | spath input=data | fields a, b, prefix*
+
+1. FieldResolutionVisitor analyzes query:
+   - Visits nodes bottom-up
+   - Collects field requirements at each stage
+   - Result: {regularFields: {a, b}, wildcard: prefix*}
+
+2. CalciteRelNodeVisitor builds execution plan:
+   - Extracts JSON: JSON_EXTRACT_ALL(data) → fullMap
+   - Projects static fields: a, b
+   - Creates _MAP: MAP_REMOVE(fullMap, ARRAY['a', 'b'])
+
+3. Runtime execution:
+   - Static fields become individual columns
+   - _MAP contains all other fields as map
+```
+
+### Field Resolution Integration
+
+Field resolution works through a stack-based traversal:
+
+```java
+// Example from FieldResolutionVisitor
+@Override
+public Node visitProject(Project node, FieldResolutionContext context) {
+  // Get current requirements from downstream
+  FieldResolutionResult current = context.getCurrentRequirements();
+  
+  // Analyze project fields
+  Set<String> projectFields = extractFields(node.getProjectList());
+  
+  // Combine with current requirements
+  context.pushRequirements(current.and(projectFields));
+  
+  // Visit children with updated requirements
+  visitChildren(node, context);
+  
+  context.popRequirements();
+  return node;
+}
+```
+
+### `_MAP` Field Creation
+
+When wildcards are present, the `_MAP` field stores unmapped attributes:
+
+```java
+// From CalciteRelNodeVisitor.spathExtractAll()
+if (resolutionResult.hasWildcards()) {
+  // Build array of static field names to remove
+  RexNode keyArray = buildKeyArray(regularFields, context);
+  
+  // Create _MAP = MAP_REMOVE(fullMap, keyArray)
+  RexNode dynamicMapField = makeCall(
+    context, 
+    BuiltinFunctionName.MAP_REMOVE, 
+    fullMap, 
+    keyArray
+  );
+  
+  fields.add(context.relBuilder.alias(dynamicMapField, "_MAP"));
+}
+```
+
+### Result Processing and Dynamic Field Expansion
+
+After query execution, the `DynamicFieldsResultProcessor` expands the `_MAP` field into individual columns before returning results to the client:
+
+```java
+// From DynamicFieldsResultProcessor.expandDynamicFields()
+public static QueryResponse expandDynamicFields(QueryResponse response) {
+  if (!hasDynamicFields(response)) {
+    return response;
+  }
+
+  // 1. Collect all dynamic field names across all result rows
+  Map<String, ExprType> dynamicFieldTypes = getDynamicFieldTypes(response.getResults());
+  
+  // 2. Create expanded schema: static fields + sorted dynamic fields
+  Schema expandedSchema = createExpandedSchema(response.getSchema(), dynamicFieldTypes);
+  
+  // 3. Expand each row: extract _MAP values into individual columns
+  List<ExprValue> expandedRows = expandResultRows(response.getResults(), expandedSchema);
+  
+  return new QueryResponse(expandedSchema, expandedRows, response.getCursor());
+}
+```
+
+**Key Processing Steps:**
+
+1. **Dynamic Field Collection**: Scans all result rows to collect unique field names from `_MAP` fields
+2. **Schema Expansion**: Creates new schema with static fields followed by sorted dynamic fields
+3. **Row Expansion**: For each row, extracts values from `_MAP` and creates individual columns
+4. **Type Conversion**: Converts all dynamic field values to VARCHAR type for consistency
+
+**Example:**
+
+```
+Before expansion (internal representation):
+| a   | b   | _MAP                                    |
+|-----|-----|-----------------------------------------|
+| v1  | v2  | {prefix_x: "val1", prefix_y: "val2"}  |
+| v3  | v4  | {prefix_x: "val3", other: "val4"}     |
+
+After expansion (returned to client):
+| a   | b   | other | prefix_x | prefix_y |
+|-----|-----|-------|----------|----------|
+| v1  | v2  | NULL  | val1     | val2     |
+| v3  | v4  | val4  | val3     | NULL     |
+```
+
+**Important Notes:**
+- Dynamic fields are sorted alphabetically in the output schema
+- Missing dynamic fields in a row are filled with NULL values
+- All dynamic field values are converted to VARCHAR type
+- Static fields always appear before dynamic fields in the result
+- The `_MAP` field itself is removed from the final output
+
+## Implementing Dynamic Fields for New PPL Commands
+
+### Step 1: Add Field Resolution Support
+
+Implement visitor method in `FieldResolutionVisitor`:
+
+```java
+@Override
+public Node visitYourCommand(YourCommand node, FieldResolutionContext context) {
+  // 1. Extract fields used by this command
+  Set<String> commandFields = extractFieldsFromExpression(node.getField());
+  
+  // 2. Get current requirements from downstream
+  FieldResolutionResult current = context.getCurrentRequirements();
+  
+  // 3. Combine requirements (OR for filter-like, AND for project-like)
+  context.pushRequirements(current.or(commandFields));
+  
+  // 4. Visit children
+  visitChildren(node, context);
+  
+  // 5. Restore previous requirements
+  context.popRequirements();
+  return node;
+}
+```
+
+**Key Methods:**
+- `current.or(fields)`: Union - command needs current fields OR new fields (filters, sorts)
+- `current.and(fields)`: Intersection - command outputs only these fields (projections)
+- `current.exclude(fields)`: Remove fields - command generates these fields (eval, parse)
+
+### Step 2: Handle Dynamic Fields in Calcite Visitor
+
+Implement visitor method in `CalciteRelNodeVisitor`:
+
+**Note**: Command implementation does not need to handle dynamic fields unless:
+  - The command takes multiple inputs (e.g. join, append)
+  - The command works against all the fields
+
+```java
+@Override
+public RelNode visitYourCommand(YourCommand node, CalcitePlanContext context) {
+  visitChildren(node, context);
+  
+  // Check if dynamic fields exist
+  if (DynamicFieldsHelper.isDynamicFieldsExists(context)) {
+    // Option A: Reject wildcards if not supported
+    if (hasWildcardInInput(node)) {
+      throw new IllegalArgumentException(
+        "Command does not support wildcard fields");
+    }
+    
+    // Option B: Handle dynamic fields explicitly
+    handleDynamicFields(node, context);
+  }
+  
+  // Regular command implementation
+  // ...
+  
+  return context.relBuilder.peek();
+}
+```
+
+### Step 3: Test Dynamic Fields Support
+
+Add integration tests in `integ-test/`:
+
+```java
+@Test
+public void testYourCommandWithWildcard() {
+  String query = "source=logs | spath input=data | fields a, prefix* " +
+                 "| yourcommand ...";
+  
+  JSONObject result = executeQuery(query);
+  
+  // Verify static/dynamic fields
+  verifyColumn(result, "a", expectedValues);
+}
+```
+
+## Limitations and Considerations
+
+### Current Limitations
+
+1. **Type Casting**: All extracted fields are cast to VARCHAR (temporary limitation)
+2. **Wildcard Filtering**: `_MAP` contains ALL unmapped fields, not just wildcard matches
+3. **Field Ordering**: Wildcard `*` must be at end of field list
+
+### Performance Considerations
+
+1. **JSON Parsing**: `JSON_EXTRACT_ALL` parses entire JSON document
+2. **Map Operations**: `MAP_REMOVE` creates new map for each row
+3. **Field Access**: Accessing `_MAP` fields requires map lookup at runtime
+
+### Best Practices
+
+1. **Minimize Wildcards**: Use specific field names when possible
+2. **Early Filtering**: Apply filters before spath to reduce data volume
+3. **Static Fields First**: List known fields explicitly before wildcards
+4. **Test Coverage**: Add integration tests for wildcard scenarios
+
+## Examples
+
+### Example 1: Basic Wildcard Usage
+
+```ppl
+source=logs | spath input=data | fields a, b, *
+```
+
+**Field Resolution:**
+- Regular fields: `{a, b}`
+- Wildcard: `*`
+
+**Execution Plan:**
+```
+Project(a, b, _MAP)
+├─ a = CAST(ITEM(map, 'a'), VARCHAR)
+├─ b = CAST(ITEM(map, 'b'), VARCHAR)
+└─ _MAP = MAP_REMOVE(map, ARRAY['a', 'b'])
+   └─ map = JSON_EXTRACT_ALL(data)
+```
+
+### Example 2: Multiple Commands with Wildcards
+
+```ppl
+source=logs 
+| spath input=data 
+| fields a, * 
+| where a > 10
+| stats count() by a
+```
+
+**Field Resolution Flow:**
+1. `stats`: needs `{a}` (group-by field)
+2. `where`: needs `{a}` (filter field)
+3. `fields`: outputs `{a, *}`
+4. `spath`: extracts `{a}` + creates `_MAP` for `*`
+
+### Example 3: Join with Dynamic Fields
+
+```ppl
+source=logs1 
+| spath input=data1 
+| join id logs2
+```
+
+**Handling:**
+- Both sides may have `_MAP` fields
+- Join merges `_MAP` fields based on overwrite mode
+- Static fields take precedence over dynamic fields
+
+## Future Enhancements
+
+### Related RFCs
+
+- [RFC #4984](https://github.com/opensearch-project/sql/issues/4984): Schema-on-Read support
+- Step 1: Field resolution for spath (completed)
+- Step 2: Dynamic spath with `_MAP` field (in progress)
+- Step 3: Schema-on-read with static types (planned)
+- Step 4: ANY type support (planned)
+
+## References
+
+- **Field Resolution**: `core/src/main/java/org/opensearch/sql/ast/analysis/FieldResolutionVisitor.java`
+- **Calcite Integration**: `core/src/main/java/org/opensearch/sql/calcite/CalciteRelNodeVisitor.java`
+- **Dynamic Fields Helper**: `core/src/main/java/org/opensearch/sql/calcite/DynamicFieldsHelper.java`
+- **Integration Tests**: `integ-test/src/test/java/org/opensearch/sql/calcite/remote/CalcitePPLSpathWithJoinIT.java`
diff --git a/docs/dev/ppl-commands.md b/docs/dev/ppl-commands.md
index 5c3538883a..c55e1ec360 100644
--- a/docs/dev/ppl-commands.md
+++ b/docs/dev/ppl-commands.md
@@ -27,7 +27,7 @@ If you are working on contributing a new PPL command, please read this guide and
 - [ ] **Visitor Pattern:**
   - Add `visit*` in `AbstractNodeVisitor`
   - Overriding `visit*` in `Analyzer`, `CalciteRelNodeVisitor` and `PPLQueryDataAnonymizer`
-  - Override `visit*` in `FieldResolutionVisitor` for `spath` command support.
+  - Override `visit*` in `FieldResolutionVisitor` for `spath` command support (see [dynamic-fields.md](./dynamic-fields.md) for details)
 
 - [ ] **Unit Tests:**
   - Extend `CalcitePPLAbstractTest`