1 Introduction

2 Related Surveys  
2.1 Surveys on Graph Databases  
2.2 Surveys on Graph Processing Systems  

3 General Framework for Graph Data Management and Processing  
3.1 Offline Graph Analytics  
3.2 Online Graph Analytics  

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  
8.1 General Big Data Benchmarks  
8.2 Social Media/Network Benchmarks  

9 Workload Generators  
9.1 Synthetic Graph Generators  
9.2 Workload Emission  

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