Investment Rating - The report does not explicitly state an investment rating for the industry or company. Core Insights - The report emphasizes the importance of partitioning in ETL processes to enhance performance and scalability when handling large datasets with AWS Glue [6][10][22] - AWS Glue's partitioning capabilities significantly outperform traditional JDBC methods, reducing execution time from approximately 20 minutes to just 5 minutes for writing 5 million rows [61][65] - The use of partitioning allows for parallel processing, optimized resource utilization, and improved fault tolerance, making it a critical strategy for modern data engineering [8][12][22] Summary by Sections Advanced Partitioning Techniques with AWS Glue - Businesses face challenges in managing large-scale data writes, which can lead to delays and increased operational costs [6][7] - AWS Glue automates ETL workflows, enabling efficient data movement and transformation at scale [6][8] Traditional JDBC Challenges for Large-Scale Data Writes - Traditional JDBC struggles with large datasets due to slow sequential processing and high resource usage [11][15] - Key limitations include lack of parallel processing, operational delays, and increased complexity in error handling [14][18][19] How Hexaware Tackles ETL Challenges with AWS Glue for Partitioning Strategy - Hexaware utilizes AWS Glue's partitioning features to overcome JDBC limitations, achieving faster execution and efficient resource utilization [23][24] - Two main partitioning strategies are employed: Default Partitioning by Spark and Custom Batch Partitioning [26][46] Comparing Performance Metrics - Performance metrics show that partitioning with AWS Glue processes data at 16,667 rows per second compared to 4,167 rows per second with traditional JDBC [67] - The report highlights a 75% reduction in execution time and improved scalability through logical partitioning [65][66] Best Practices for Optimizing Partitioned Data Writes in AWS Glue - Recommendations include understanding data characteristics, optimizing partitioning strategies, and monitoring resource usage [71][72] - Emphasis on using logical partition keys and balancing partition sizes to prevent inefficiencies [73] Hexaware and AWS Strategies: Overcoming Traditional ETL Challenges with AWS Glue - The report concludes that adopting optimized partitioning techniques can significantly enhance ETL performance and scalability [77][79] - Hexaware's strategies enable businesses to modernize ETL workflows and meet the demands of data-driven enterprises [76][80]

Investment Rating - The report does not explicitly provide an investment rating for the industry or company Core Insights - Industry-contextualized AI service desks are transforming IT support across various sectors, addressing unique challenges and enhancing operational efficiency [5][6] - Advanced technologies like AI and machine learning are pivotal in improving service delivery and customer satisfaction [5][9] - Hexaware's POD-based structure optimizes service desk performance by providing industry-specific expertise [5][31] Summary by Sections Executive Summary - The whitepaper discusses the transformation of IT support through industry-contextualized AI service desks, focusing on sectors such as healthcare, finance, manufacturing, retail, and high-tech services [5] - Tailored solutions are highlighted as essential for addressing unique industry challenges, improving operational efficiency, and enhancing customer satisfaction [5] Introduction to Contextualized AI Service Desk - Contextualized service desks balance standardized services with tailored solutions, crucial for modern enterprises facing complex business operations [6] Leveraging AI for Contextualization in Service Desks - GenAI enhances service desks by automating routine tasks, predicting issues, and providing personalized support, leading to improved operational efficiency [12][13] - Automated dialogue synopses and real-time ITSM ticket management are key features that streamline processes and enhance customer experience [14][15][16] Industry Contextualized Service Desk - Each sector, including banking, healthcare, manufacturing, retail, and high-tech services, faces specific IT challenges that require tailored service desk solutions [20][22][23][24][25] - The report emphasizes the importance of understanding industry-specific needs to improve service quality and operational efficiency [7][8] Hexaware's POD-based Solution - Hexaware's POD-based structure includes Tech Support PODs for general IT issues and Contextualized PODs for industry-specific challenges, enhancing operational efficiency [29][30][31] - The "shift left" strategy allows routine issues to be resolved at the initial support level, increasing first-call resolution rates and reducing mean time to resolution [32][33]

9 February 2025 Here we go again Economics The top charts as tariffs take centre stage Uncertainty is back with a vengeance in the global economy, with the first few weeks of President Trump's second term leading to tariff announcements and delays, triggering market volatility across currencies, rates, equities and cryptocurrencies. Should US tariffs and retaliatory action take effect, the impact could be huge, particularly for Canada and Mexico given more than 75% of their exports go to the US. For now, US ...

Investment Rating - The report does not explicitly provide an investment rating for the industry Core Insights - The Gulf States are experiencing a significant transformation in digital banking, driven by neobanks and modernization efforts from traditional banks, creating a dynamic hub for financial innovation [8][9] - Key trends include the rise of digital-only neobanks, government initiatives supporting innovation, and increasing customer demand for seamless digital experiences [10][11] - The report emphasizes the importance of aligning banking practices with Islamic principles, catering to both local and global audiences [28][31] Summary by Sections Features Radar - The report presents a comprehensive overview of banking features and functionalities in the Gulf States, highlighting the importance of customer-centric innovation [11][14] - It categorizes features into 'MUSTS', 'DELIGHTERS', and 'DIFFERENTIATORS', indicating their frequency and significance in the market [45][46] Digital Banking Landscape - The Gulf States' digital banking landscape reflects a blend of traditional Islamic values and modern digital solutions, with a focus on core retail banking products [26][27] - There is a notable presence of Islamic finance, influencing how banks operate and design their digital offerings [28] Customer Experience - Customer journeys in the Gulf States are influenced by various factors, including age and residency, leading to a complex landscape for product teams [29] - The report highlights the wide use of rewards and loyalty programs among retail banks, enhancing customer engagement [30] Innovation and Strategy - Financial institutions are encouraged to evaluate competition and develop tailored roadmaps for essential features that resonate with customers [14][15] - The report underscores the need for banks to balance operational efficiency with innovative, localized features to meet economic pressures [11] Future Outlook - The Gulf States are at a pivotal juncture where digital banking is not only about technology but also about cultural resonance, providing opportunities for banks to innovate while respecting local traditions [31]