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Purpose The purpose of this paper is to design a supply chain database schema for Cassandra to store real-time data generated by Radio Frequency IDentification technology in a traceability system. Design/methodology/approach The real-time data generated in such traceability systems are of high frequency and volume, making it difficult to handle by traditional relational database technologies. To overcome this difficulty, a NoSQL database repository based on Casandra is proposed. The efficacy of the proposed schema is compared with two such databases, document-based MongoDB and column family-based Cassandra, which are suitable for storing traceability data. Findings The proposed Cassandra-based data repository outperforms the traditional Structured Query Language-based and MongoDB system from the literature in terms of concurrent reading, and works at par with respect to writing and updating of tracing queries. Originality/value The proposed schema is able to store the real-time data generated in a supply chain with low latency. To test the performance of the Cassandra-based data repository, a test-bed is designed in the lab and supply chain operations of Indian Public Distribution System are simulated to generate data.

PurposeThe purpose of this paper is to identify critical Clean Development Mechanism (CDM) benefits and assess their relative significance in the context of developing economies (e.g. India).Design/methodology/approachThis study has conducted face-to-face (offline/online) discussions with experts in order to identify appropriate criteria and related CDM benefits. Further, this study has used subsequently, using the analytic hierarchy process, a multi-criteria decision-making method and assess the relative significance of benefits of CDM projects.FindingsThe results reveal that knowledge and capacity building, technology transfer and social benefits are the most significant CDM benefits, respectively. It is because the knowledge and capacity building tends to disseminate the awareness on CDM benefits among policymakers and stakeholders, thereby, lead to efficient policy-making and encourage effective technology transfer in a way to achieve sustainable economic growth in the host country.Originality/valueThe literature is dominated by studies of CDM projects in Brazil, Mexico, Chile, Africa and China. Within the thousands of CDM projects globally, India only has 1,376 registered CDM projects. To the authors' knowledge, this is one of the first studies that highlight the relative significance of CDM benefits in the context of India. This study will enhance the implementation in the Indian scenario.

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