diff --git a/apps/studio/components/interfaces/Reports/Reports.constants.test.ts b/apps/studio/components/interfaces/Reports/Reports.constants.test.ts
new file mode 100644
index 00000000000..50d40d413fe
--- /dev/null
+++ b/apps/studio/components/interfaces/Reports/Reports.constants.test.ts
@@ -0,0 +1,105 @@
+import { describe, it, expect } from 'vitest'
+import { generateRegexpWhere } from './Reports.constants'
+import type { ReportFilterItem } from './Reports.types'
+
+describe('generateRegexpWhere', () => {
+  it('should return empty string when no filters provided', () => {
+    const result = generateRegexpWhere([])
+    expect(result).toBe('')
+  })
+
+  it('should generate WHERE clause for single filter', () => {
+    const filters: ReportFilterItem[] = [
+      {
+        key: 'request.path',
+        value: '/api/users',
+        compare: 'is',
+      },
+    ]
+    const result = generateRegexpWhere(filters, true)
+    expect(result).toBe("WHERE request.path = '/api/users'")
+  })
+
+  it('should generate AND clause for single filter with prepend=false', () => {
+    const filters: ReportFilterItem[] = [
+      {
+        key: 'request.path',
+        value: '/api/users',
+        compare: 'is',
+      },
+    ]
+    const result = generateRegexpWhere(filters, false)
+    expect(result).toBe("AND request.path = '/api/users'")
+  })
+
+  it('should handle different comparison operators', () => {
+    const filters: ReportFilterItem[] = [
+      {
+        key: 'request.path',
+        value: '/api/*',
+        compare: 'matches',
+      },
+      {
+        key: 'response.status_code',
+        value: 404,
+        compare: 'is',
+      },
+    ]
+    const result = generateRegexpWhere(filters, true)
+    expect(result).toBe(
+      "WHERE REGEXP_CONTAINS(request.path, '/api/*') AND response.status_code = 404"
+    )
+  })
+
+  it('should handle values with quotes', () => {
+    const filters: ReportFilterItem[] = [
+      {
+        key: 'request.path',
+        value: '"/api/users"',
+        compare: 'is',
+      },
+    ]
+
+    const result = generateRegexpWhere(filters, true)
+    expect(result).toBe(`WHERE request.path = "/api/users"`)
+  })
+
+  it('should handle values without quotes', () => {
+    const filters: ReportFilterItem[] = [
+      {
+        key: 'request.path',
+        value: '/api/users',
+        compare: 'is',
+      },
+    ]
+
+    const result = generateRegexpWhere(filters, true)
+    expect(result).toBe("WHERE request.path = '/api/users'")
+  })
+
+  it('should handle values with quotes and lowercase', () => {
+    const filters: ReportFilterItem[] = [
+      {
+        key: 'request.path',
+        value: '"/Api/Users"',
+        compare: 'is',
+      },
+    ]
+
+    const result = generateRegexpWhere(filters, true)
+    expect(result).toBe(`WHERE request.path = "/api/users"`)
+  })
+
+  it('should handle numbers', () => {
+    const filters: ReportFilterItem[] = [
+      {
+        key: 'request.status_code',
+        value: 200,
+        compare: 'is',
+      },
+    ]
+
+    const result = generateRegexpWhere(filters, true)
+    expect(result).toBe(`WHERE request.status_code = 200`)
+  })
+})
diff --git a/apps/studio/components/interfaces/Reports/Reports.constants.ts b/apps/studio/components/interfaces/Reports/Reports.constants.ts
index 010d3096508..b80f349bb6b 100644
--- a/apps/studio/components/interfaces/Reports/Reports.constants.ts
+++ b/apps/studio/components/interfaces/Reports/Reports.constants.ts
@@ -86,25 +86,34 @@ export const generateRegexpWhere = (filters: ReportFilterItem[], prepend = true)
       const normalizedKey = [splitKey[splitKey.length - 2], splitKey[splitKey.length - 1]].join('.')
       const filterKey = filter.key.includes('.') ? normalizedKey : filter.key
 
+      const hasQuotes =
+        filter.value.toString().includes('"') || filter.value.toString().includes("'")
+
+      const valueIsNumber = !isNaN(Number(filter.value))
+      const valueWithQuotes = !valueIsNumber && hasQuotes ? filter.value : `'${filter.value}'`
+      const lowercaseValue = !valueIsNumber && String(valueWithQuotes).toLowerCase()
+
+      const finalValue = valueIsNumber ? filter.value : lowercaseValue
+
       // Handle different comparison operators
       switch (filter.compare) {
         case 'matches':
-          return `REGEXP_CONTAINS(${filterKey}, '${filter.value}')`
+          return `REGEXP_CONTAINS(${filterKey}, ${finalValue})`
         case 'is':
-          return `${filterKey} = ${filter.value}`
+          return `${filterKey} = ${finalValue}`
         case '!=':
-          return `${filterKey} != ${filter.value}`
+          return `${filterKey} != ${finalValue}`
         case '>=':
-          return `${filterKey} >= ${filter.value}`
+          return `${filterKey} >= ${finalValue}`
         case '<=':
-          return `${filterKey} <= ${filter.value}`
+          return `${filterKey} <= ${finalValue}`
         case '>':
-          return `${filterKey} > ${filter.value}`
+          return `${filterKey} > ${finalValue}`
         case '<':
-          return `${filterKey} < ${filter.value}`
+          return `${filterKey} < ${finalValue}`
         default:
           // Fallback to exact match for unknown operators
-          return `${filterKey} = ${filter.value}`
+          return `${filterKey} = ${finalValue}`
       }
     })
     .filter(Boolean) // Remove any null/undefined conditions