1 Introduction

2 Related Surveys

3 General Framework for Graph Data Management and Processing

4 Benchmarking Process for Graph Data Management and Processing Systems

5 Performance Metrics for Graph Data

6 Benchmarks for Graph Data Processing Systems

7 Benchmarks for Graph Database Systems

8 Big Data Benchmarks with Graph Data Processing Workloads

9 Workload Generators

10 Workload Characterization on Graph Data Processing Systems

11 Workload Characterization on Graph Data Management Systems

12 Standardization Efforts

13 Key Observations

14 Summary and Future Research Directions