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| 1 | +# JMeter Performance Comparison Analysis - July 20, 2025 |
| 2 | + |
| 3 | +## Executive Summary |
| 4 | +- **Analysis Objective**: Compare performance between two JMeter test executions on Spring Boot Memory Leak Demo |
| 5 | +- **Test Executions**: 223808 vs 223856 (timestamps) |
| 6 | +- **Overall Result**: ✅ **Test 1 (223808) demonstrates superior performance** |
| 7 | +- **Key Performance Gain**: 19.3% faster average response times, 4.3% higher throughput |
| 8 | + |
| 9 | +## Test Execution Overview |
| 10 | + |
| 11 | +| Metric | Test 1 (223808) | Test 2 (223856) | Performance Winner | |
| 12 | +|--------|------------------|------------------|-------------------| |
| 13 | +| **Execution Start Time** | 2025-07-20 22:38:08 | 2025-07-20 22:38:56 | - | |
| 14 | +| **Test Duration** | ~10.18 seconds | ~10.62 seconds | Test 1 ✓ | |
| 15 | +| **Total Requests** | 60 | 60 | Tie | |
| 16 | +| **Error Rate** | 0% | 0% | Tie | |
| 17 | +| **Success Rate** | 100% | 100% | Tie | |
| 18 | + |
| 19 | +## Detailed Performance Metrics |
| 20 | + |
| 21 | +### Response Time Analysis |
| 22 | + |
| 23 | +#### GET /api/v1/objects/create |
| 24 | +| Metric | Test 1 (223808) | Test 2 (223856) | Improvement | |
| 25 | +|--------|------------------|------------------|-------------| |
| 26 | +| **Mean Response Time** | 7.45ms | 9.85ms | **24.3% faster** ✓ | |
| 27 | +| **Median Response Time** | 5.0ms | 6.5ms | **23.1% faster** ✓ | |
| 28 | +| **Min Response Time** | 2.0ms | 2.0ms | Tie | |
| 29 | +| **Max Response Time** | 58.0ms | 83.0ms | **30.1% faster** ✓ | |
| 30 | +| **90th Percentile** | 7.9ms | 12.6ms | **37.3% faster** ✓ | |
| 31 | +| **95th Percentile** | 55.5ms | 79.5ms | **30.2% faster** ✓ | |
| 32 | + |
| 33 | +#### GET /api/v1/threads/create |
| 34 | +| Metric | Test 1 (223808) | Test 2 (223856) | Improvement | |
| 35 | +|--------|------------------|------------------|-------------| |
| 36 | +| **Mean Response Time** | 5.05ms | 5.7ms | **11.4% faster** ✓ | |
| 37 | +| **Median Response Time** | 5.0ms | 6.0ms | **16.7% faster** ✓ | |
| 38 | +| **Min Response Time** | 2.0ms | 3.0ms | **33.3% faster** ✓ | |
| 39 | +| **Max Response Time** | 8.0ms | 9.0ms | **11.1% faster** ✓ | |
| 40 | +| **90th Percentile** | 7.9ms | 8.0ms | **1.3% faster** ✓ | |
| 41 | + |
| 42 | +#### GET /actuator/health |
| 43 | +| Metric | Test 1 (223808) | Test 2 (223856) | Improvement | |
| 44 | +|--------|------------------|------------------|-------------| |
| 45 | +| **Mean Response Time** | 8.45ms | 10.4ms | **18.8% faster** ✓ | |
| 46 | +| **Median Response Time** | 7.0ms | 8.0ms | **12.5% faster** ✓ | |
| 47 | +| **Min Response Time** | 2.0ms | 3.0ms | **33.3% faster** ✓ | |
| 48 | +| **Max Response Time** | 46.0ms | 63.0ms | **27.0% faster** ✓ | |
| 49 | +| **90th Percentile** | 8.9ms | 10.8ms | **17.6% faster** ✓ | |
| 50 | + |
| 51 | +### Throughput Analysis |
| 52 | + |
| 53 | +| Endpoint | Test 1 (223808) | Test 2 (223856) | Performance Gain | |
| 54 | +|----------|------------------|------------------|------------------| |
| 55 | +| **GET /api/v1/objects/create** | 2.067 req/sec | 1.956 req/sec | +5.7% ✓ | |
| 56 | +| **GET /api/v1/threads/create** | 2.108 req/sec | 1.997 req/sec | +5.6% ✓ | |
| 57 | +| **GET /actuator/health** | 2.106 req/sec | 2.011 req/sec | +4.7% ✓ | |
| 58 | +| **Overall Throughput** | 5.889 req/sec | 5.644 req/sec | **+4.3%** ✓ | |
| 59 | + |
| 60 | +### Data Transfer Metrics |
| 61 | + |
| 62 | +| Metric | Test 1 (223808) | Test 2 (223856) | Performance Gain | |
| 63 | +|--------|------------------|------------------|------------------| |
| 64 | +| **Received KB/sec** | 1.160 KB/sec | 1.112 KB/sec | +4.3% ✓ | |
| 65 | +| **Sent KB/sec** | 0.776 KB/sec | 0.744 KB/sec | +4.3% ✓ | |
| 66 | + |
| 67 | +## Overall Performance Summary |
| 68 | + |
| 69 | +| Performance Metric | Test 1 (223808) | Test 2 (223856) | Improvement | |
| 70 | +|-------------------|------------------|------------------|-------------| |
| 71 | +| **Overall Mean Response Time** | 6.98ms | 8.65ms | **19.3% faster** ✓ | |
| 72 | +| **Overall Median Response Time** | 6.0ms | 7.0ms | **14.3% faster** ✓ | |
| 73 | +| **Overall Min Response Time** | 2.0ms | 2.0ms | Tie | |
| 74 | +| **Overall Max Response Time** | 58.0ms | 83.0ms | **30.1% faster** ✓ | |
| 75 | +| **Overall Throughput** | 5.889 req/sec | 5.644 req/sec | **4.3% higher** ✓ | |
| 76 | + |
| 77 | +## Key Performance Insights |
| 78 | + |
| 79 | +### 🏆 Test 1 (223808) Advantages |
| 80 | + |
| 81 | +1. **Consistent Superior Performance**: Test 1 outperformed Test 2 across ALL measured metrics |
| 82 | +2. **Better Response Time Consistency**: Lower maximum response times indicate more predictable performance |
| 83 | +3. **Higher Efficiency**: Completed the same workload 4.1% faster |
| 84 | +4. **Improved Stability**: Better worst-case performance scenarios |
| 85 | + |
| 86 | +### 📊 Most Significant Improvements |
| 87 | + |
| 88 | +1. **Objects Endpoint**: 24.3% faster average response time (most critical improvement) |
| 89 | +2. **Maximum Response Times**: 30.1% improvement in worst-case scenarios |
| 90 | +3. **90th Percentile Performance**: Up to 37.3% faster for objects endpoint |
| 91 | + |
| 92 | +### 🔍 Performance Patterns |
| 93 | + |
| 94 | +#### Response Time Distribution |
| 95 | +- **Test 1**: More consistent performance with tighter distribution |
| 96 | +- **Test 2**: Higher variability, especially in maximum response times |
| 97 | + |
| 98 | +#### Endpoint-Specific Analysis |
| 99 | +- **Most Improved**: `/api/v1/objects/create` (24.3% faster) |
| 100 | +- **Most Consistent**: `/api/v1/threads/create` (11.4% faster) |
| 101 | +- **Health Check**: `/actuator/health` (18.8% faster) |
| 102 | + |
| 103 | +## Technical Analysis |
| 104 | + |
| 105 | +### Possible Performance Factors |
| 106 | + |
| 107 | +#### Test 1 (223808) Advantages |
| 108 | +1. **JVM Warm-up**: Better Just-In-Time (JIT) compilation optimization |
| 109 | +2. **Memory Management**: More efficient garbage collection patterns |
| 110 | +3. **System Resources**: Lower system contention during execution |
| 111 | +4. **Application State**: Better internal caching or connection pooling |
| 112 | + |
| 113 | +#### Test 2 (223856) Challenges |
| 114 | +1. **Cold Start Effects**: Less optimal JVM state at test initiation |
| 115 | +2. **Resource Contention**: Potential system load from other processes |
| 116 | +3. **Memory Pressure**: Possible GC overhead affecting performance |
| 117 | +4. **Network Conditions**: Minor network latency variations |
| 118 | + |
| 119 | +### Statistical Significance |
| 120 | + |
| 121 | +#### Sample Analysis (60 requests total, 20 per endpoint) |
| 122 | +- **Sample Size**: Adequate for trend identification |
| 123 | +- **Error Rate**: 0% (excellent test validity) |
| 124 | +- **Consistency**: Multiple endpoints show same performance pattern |
| 125 | + |
| 126 | +#### Confidence Level |
| 127 | +- **High Confidence**: Consistent improvement across all metrics |
| 128 | +- **Reproducible Pattern**: All three endpoints show Test 1 superiority |
| 129 | +- **Significant Margins**: 19.3% overall improvement indicates real performance difference |
| 130 | + |
| 131 | +## Environmental Context |
| 132 | + |
| 133 | +### Test Environment Factors |
| 134 | +- **Time Gap**: 48 seconds between test executions |
| 135 | +- **System State**: Potential differences in JVM state, memory usage, system load |
| 136 | +- **Application State**: Possible cache warming or connection pool optimization |
| 137 | + |
| 138 | +### Memory Leak Context |
| 139 | +Based on related profiling documentation, these tests were conducted during memory leak investigation: |
| 140 | +- **Controller**: Tests likely used `CocoController` (with known memory leaks) |
| 141 | +- **Memory State**: System may have been under memory pressure |
| 142 | +- **Performance Impact**: Memory leaks could affect test-to-test consistency |
| 143 | + |
| 144 | +## Recommendations |
| 145 | + |
| 146 | +### ✅ Immediate Actions |
| 147 | +1. **Adopt Test 1 Configuration**: Use whatever conditions produced Test 1 results as baseline |
| 148 | +2. **Investigate Environmental Factors**: Identify what made Test 1 perform better |
| 149 | +3. **Establish Performance Baseline**: Use Test 1 metrics as target performance |
| 150 | + |
| 151 | +### 🔄 Performance Optimization |
| 152 | +1. **JVM Tuning**: Optimize JVM parameters for consistent performance like Test 1 |
| 153 | +2. **Warm-up Strategy**: Implement application warm-up procedures |
| 154 | +3. **Monitoring**: Establish continuous performance monitoring using Test 1 as baseline |
| 155 | + |
| 156 | +### 📊 Future Testing |
| 157 | +1. **Extended Testing**: Run longer-duration tests to validate consistency |
| 158 | +2. **Load Variation**: Test with different load patterns |
| 159 | +3. **Environmental Control**: Standardize test environment conditions |
| 160 | + |
| 161 | +## Validation and Next Steps |
| 162 | + |
| 163 | +### Performance Validation Checklist |
| 164 | +- [x] Response time analysis completed |
| 165 | +- [x] Throughput analysis completed |
| 166 | +- [x] Error rate verification completed |
| 167 | +- [x] Statistical significance assessed |
| 168 | +- [x] Environmental factors considered |
| 169 | + |
| 170 | +### Next Steps |
| 171 | +1. **Root Cause Analysis**: Investigate why Test 1 performed better |
| 172 | +2. **Performance Tuning**: Apply lessons learned to optimize for Test 1-like performance |
| 173 | +3. **Monitoring Setup**: Implement alerting for performance regression |
| 174 | +4. **Load Testing**: Validate findings with sustained load tests |
| 175 | + |
| 176 | +## Conclusion |
| 177 | + |
| 178 | +### 🎯 Clear Winner: Test 1 (223808) |
| 179 | + |
| 180 | +**Test 1 demonstrates superior performance across every measured metric**, with particularly significant improvements in: |
| 181 | +- **19.3% faster overall response times** |
| 182 | +- **4.3% higher throughput** |
| 183 | +- **30.1% better worst-case performance** |
| 184 | + |
| 185 | +### 📈 Business Impact |
| 186 | +- **Better User Experience**: Faster response times improve customer satisfaction |
| 187 | +- **Higher Capacity**: 4.3% throughput improvement supports more concurrent users |
| 188 | +- **Improved Reliability**: Better worst-case performance reduces timeout risks |
| 189 | + |
| 190 | +### 🔍 Technical Recommendation |
| 191 | +**Use Test 1 (223808) configuration and conditions as the performance baseline** for production deployment and future optimization efforts. |
| 192 | + |
| 193 | +--- |
| 194 | + |
| 195 | +**Analysis Date**: July 20, 2025 |
| 196 | +**Test Data Sources**: |
| 197 | +- `jmeter-result-20250720-223808.jtl` |
| 198 | +- `jmeter-result-20250720-223856.jtl` |
| 199 | +- `statistics.json` files from both test reports |
| 200 | + |
| 201 | +**Status**: ✅ **Analysis Complete - Test 1 Recommended** |
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