With the increasingly complex financial data environment, the integration of audit and accounting software has become a key challenge due to the heterogeneity of data formats and different schema definitions. This study proposes a unified data transformation framework, which uses a formal transformation function to simulate data transformation and error components, and realizes the high-precision state of transformation. The experiments on simulated financial data sets show that the framework is effective, and the conversion accuracy reaches 99.2%, and the number of records processed per second reaches 3,125. With the help of performance analysis, the scalability and robustness of the system in dealing with different data volumes are further confirmed. The proposed solutions provide practical basis for strengthening the data integration between audit and accounting systems, and at the same time meet the challenges related to accuracy, efficiency and standardization.

Yu Liu. Research on the Integration of Audit Software and Accounting Software Data Interface Based on Data Conversion Technology. International Journal of Business Management and Economics and Trade (2024), Vol. 6, Issue 1: 62-72. https://doi.org/10.38007/IJBMET.2025.060107.

[1] Wang Y. Design and Implementation of a General Data Collection System Architecture Based on Relational Database Technology[C]//The International Conference on Cyber Security Intelligence and Analytics. Cham: Springer Nature Switzerland, 2024: 561-572.

[2] Boyang Liu, Research on Holographic Retrieval and Analysis System for Scientific Research Data Based on SSH Framework and Lucene Engine, Journal of Artificial Intelligence Practice, 2024, 7(3), 164-171.

[3] Huang, Tianyou. "Construction and Application of Financial Risk Warning System for Third-Party Payment Enterprises Based on Z-Score Model and Efficacy Coefficient Method." Academic Journal of Business & Management 6.12 (2024): 121-126.

[4] Wang, Yuxin. "Application and Practice of Sensor Network Based on Deep Learning in Condition Monitoring of Underground Oil Production Equipment." International Journal of Frontiers in Engineering Technology 6.6 (2024).

[5] Wu, Wei "Research on Customer Traffic Value Recognition Model Based on Improved Random Forest Algorithm." Accounting and Corporate Management (2024), 6(5): 30-35

[6] Zhang Y. Research on Optimization of Engineering Cost Database Based on Big Data and Intelligent Technology[J]. International Journal of New Developments in Engineering and Society, 2024, 8(5).42-47

[7] Jinshuo Zhang, Research on Intelligent Power Electronic Inverter Control System Based on Knowledge Base and Data Driven, Journal of Electrotechnology, Electrical Engineering and Management (2024), 7(3), 69-74

[8] Peng, Yicheng. "Accurate Construction of Intelligent Investment Advisory System Based on the Integration of AI Algorithms and Financial Regulatory Framework." Academic Journal of Business & Management 6.10 (2024): 104-108.

[9] Dong, Peng. "Performance Evaluation and Interpretation of Non-life Insurance Company Bankruptcy Prediction Model Using LightGBM Algorithm and SHAP Method." Financial Engineering and Risk Management 7.6 (2024): 105-110.

[10] Liu B. Innovative Applications and Performance Optimization Strategies of Python Interpreter in Web Development[J].Journal of Network Computing and Applications (2025) ,10(1),1-7

[11] Zhao, Fengyi. "Risk Assessment Model and Empirical Study of in Vitro Diagnostic Reagent Project Based on Analytic Hierarchy Process." International Journal of New Developments in Engineering and Society 8.5 (2024), 76-82

[12] Xu, Hanyue. "Analysis and Prediction of Financial Stock Risk Value Based On Improved FAST-ICA Algorithm and GARCH Model." Procedia Computer Science 243 (2024): 490-495.

[13] Cui, Naizhong. "Optimization Strategies for Traffic Signal and Identification Design." Frontiers in Science and Engineering 5.2 (2025): 92-98.

[14] Huang, Tianyou "Research on the Marginal Value and Cash Dividend Payment Behavior of Corporate Financial Flexibility under Property Rights Differences Based on Fixed Effects Model." Accounting and Corporate Management (2024), 6(5): 24-29

[15] Zhang J. Research on Fault Prediction and Health Management System of Railway Tunnel Drilling and Blasting Construction Machinery Based on Machine Learning[J]. International Journal of New Developments in Engineering and Society, 2024, 8(5),70-75

[16] Shi C. Research on Gene Identification Algorithms Based on Signal Processing Techniques[C]//2024 6th International Conference on Artificial Intelligence and Computer Applications (ICAICA). IEEE, 2024: 72-77.

[17] Yiru Zhang, Research on Communication Quality Monitoring System Driven by Big Data in C/S Architecture, Computing, Performance and Communication Systems, 2024, Vol 8(1), 92-98

[18] Peng, Yicheng. "Research on Exploring the Path of Financial Risk Management and Standardization Based on Artificial Intelligence Technology and Intelligent Investment Advisory Regulatory Framework." Financial Engineering and Risk Management 7.3 (2024): 110-117.

[19] Shi, Chongwei. "Ovarian Hereditary Diseases: Progress in Prevention and Treatment and Research on Prenatal Diagnosis." Scientific Journal of Technology 7.2 (2025): 125-131.

[20] Xu, Hanyue. "Research on A New Cross-Border Barter Trade Settlement Model Based On Blockchain And Smart Contracts." Procedia Computer Science 247 (2024): 146-155.

[21] Zhao, Yunpeng(2024). "Research on Credit Debt Liquidity Risk Measurement and Early Warning Based on Machine Learning" Model.Information Systems and Economics,5(5),18-23

[22] Pan, Yu. "Research on the Evolutionary Path of Resource Management and Capability Building for Platform Enterprises." International Journal of Finance and Investment 2.1 (2025): 78-81.

[23] Fan, Yijiao. "Research on Data Asset Feature Analysis and Value Evaluation Strategy Based on Random Forest and BP Neural Network." Academic Journal of Business & Management 6.11 (2024): 42-46.

[24] Guo, Xingwen. "Risks and Coping Strategies in Financial Investments in the New Era." International Journal of Finance and Investment 2.1 (2025): 70-73.

[25] Zhu P. Construction and Experimental Verification[C]//Cyber Security Intelligence and Analytics: The 6th International Conference on Cyber Security Intelligence and Analytics (CSIA 2024), Volume 1. Springer Nature, 2025, 1351: 391.

[26] Dong P. Construction of Movie Knowledge Graph and Design of Recommendation System Based on Movielens Dataset Expansion[C]//The International Conference on Cyber Security Intelligence and Analytics. Cham: Springer Nature Switzerland, 2024: 540-550.

[27] Xu, Y. (2024, November). Research on Graph Network Social Recommendation Algorithm Based on AGRU-GNN. In 2024 IEEE 4th International Conference on Data Science and Computer Application (ICDSCA) (pp. 910-914). IEEE.

[28] Fan Y. Credit Rating Optimization Model Based on Deep Q-Network[C]//The International Conference on Cyber Security Intelligence and Analytics. Cham: Springer Nature Switzerland, 2024: 464-475.

[29] Huang T. Design and Implementation of a High Concurrency Online Payment Platform Based on Distributed Microservice Architecture[C]//The International Conference on Cyber Security Intelligence and Analytics. Cham: Springer Nature Switzerland, 2024: 551-560.

[30] Xu, Hanyue. "Research and Practical Analysis on the Improvement Methods of Supply Chain Finance for Small and Medium-Sized Enterprises Based on Blockchain Technology." Financial Engineering and Risk Management 7.3 (2024): 118-123.

[31] Zhao F. Application and Performance Improvement of K-Means Algorithm in Collaborative[C]//2025 International Conference on Intelligent Systems and Computational Networks (ICISCN). IEEE, 2025: 1-6.

[32] Hao, Linfeng. "Application of Machine Learning Algorithms in Improving the Performance of Autonomous Vehicles." Scientific Journal of Technology 7.2 (2025): 118-124.

[33] Guo, Yuanjing. "Financial Modeling and Practice in Leveraged Debt Capital Markets." International Journal of Finance and Investment 2.1 (2025): 74-77.

[34] Liu, Boyang. "Data Analysis and Model Construction for Crew Fatigue Monitoring Based on Machine Learning Algorithms." optimization 8.5: 48-52.

[35] Tang, Zihan. "Research on Resource Planning and Transmission Line Optimization System of US Power Grid Based on GIS Technology." safety 8.5 (2024): 53-59.

[36] Zhang, Jingtian. "Research on Worker Allocation Optimization Based on Real-Time Data in Cloud Computing." Frontiers in Science and Engineering 5.2 (2025): 119-125.

[37] Wu, Wei. "Combination model optimization and empirical analysis of risk customer prediction in e-commerce platform based on regression model and neural network." Academic Journal of Business Management 6.12 (2024): 127-131.

[38] Dong, Peng. "Research on Corporate Bankruptcy Prediction Combining Financial Data and Algorithmic Models Based on the Impact of Deleveraging." Accounting and Corporate Management, 2024.6(4),76-81

[39] Xu, Qianru. "Practical Applications of Large Language Models in Enterprise-Level Applications." Journal of Computer Science and Artificial Intelligence 2.2 (2025): 17-21.

[40] Wang, Buqin. "Strategies and Practices for Load Test Optimization in Distributed Systems." Scientific Journal of Technology 7.2 (2025): 132-137.

[41] Zhao, Yunpeng. "Research on Financial Credit Risk of Manufacturing Enterprises under Heterogeneous Data Based on Machine Learning." Academic Journal of Business & Management 6.11: 214-218.

[42] Chen, Junyu. "Research on Intelligent Data Mining Technology Based on Geographic Information System." Journal of Computer Science and Artificial Intelligence 2.2 (2025): 12-16.

[43] Wu, Linwei. "Research on Data Integration and Process Optimization in the Field of Financial Technology." International Journal of Finance and Investment 2.1 (2025): 82-86.

[44] Guo X. Research on systemic financial risk early warning based on integrated classification algorithm[C]//2024 IEEE 2nd International Conference on Electrical, Automation and Computer Engineering (ICEACE). IEEE, 2024: 1586-1591.

[45] Zhu, Zhongqi. "Strategies for Improving Vector Database Performance through Algorithm Optimization." Scientific Journal of Technology 7.2 (2025): 138-144.

[46] Peng, Yicheng. "Construction and Evaluation of Credit Risk Early Warning Indicator System of Internet Financial Enterprises Based On AI and Knowledge Graph Theory." Procedia Computer Science 243 (2024): 918-927.

[47] Xu Y. Research on UAV Navigation System Based on Behavioral Programming[C]//2024 IEEE 7th International Conference on Automation, Electronics and Electrical Engineering (AUTEEE). IEEE, 2024: 419-425.

[48] Li, Xuan. "Research on the Review Technology of Building Fire Protection Design Drawings Based on BlM." Frontiers in Science and Engineering 5.2 (2025): 113-118.