Key Trends
Explore key trends across technology domains
Databases and appliances
Movement from system of records to systems of intelligence
Accelerated migration from proprietary databases and appliances to open source and cloud platforms
View more >Data pipeline and streams
Shift from batch-oriented ETL to event-driven, real-time ELT
Data consumption
Move from descriptive to prescriptive analytics
Data operations and governance
Rise of intelligent governance and operations
Data privacy and security
Rise of AI-driven proactive protection
Data assurance
Adoption of AI-driven data assurance
AI algorithms and architectures
Adoption of deep learning and transfer learning architectures will drive accuracy, performance and speed
Computer vision
Graduation from mere object identification to deep learning-based video insights
Speech
Context-specific models will drive enterprise adoption of speech-based experiences
Adoption of neural machine translations and transcription-based systems to mine conversational insights
View more >Natural language processing
Shift from extraction of isolated entities to abstractive reasoning
Derive content intelligence from forms extraction, document attributes and paragraphs
View more >AI on the edge
Elevation from on-device intelligence to federated intelligence
Address latency, point-specific contextual learning with edge-based intelligence
View more >AI life cycle tools
Shift from fragmented to integrated, managed and monitored pipeline tools
AI governance
Shift from black box to interpretable systems
Platform as a service
Cloud capabilities that host data centers and build business capabilities
Cloud management and operations
Modern ways to manage and operate the cloud ecosystem
CMP platforms empower developers to be more agile and facilitate a DevSecOps mode of operation
View more >Amplified automation and multi-cloud observability provide the highest level of business service reliability and resiliency
View more >Cloud migration
Shift from infrastructure-centric migrations to cloud-native migration with multi-cloud capability
Cloud integration
Coexisting in hybrid clouds to enterprise integration across polycloud
Cloud security
Shift from reliance on traditional security tools to born in the cloud, intelligent security tools
UX design
Transition from a bottom-up approach to a top-down approach
User interface
A shift from clicks to gestures
Digital Channels
N=many becomes N=1
UX technology
Move from static to learnable interfaces
Engagement Platforms
The move from a monolithic functional model to platforms powered by context intelligence
AI in design
The shift from rules-based personalization to hyperpersonalization
Security and compliance
Nonfunctional factors play a crucial part in a complete experience
Architecture and design
Going beyond monoliths to microservices
Languages and ecosystem
Programming paradigm expansion
Go and Kotlin emerge as primary choices for lightweight microservices with a low memory footprint
View more >.NET 5 expands the developer experience and unifies runtime behavior on all platforms
View more >Frameworks and stacks
The transition from web-native to cloud-native
Tools
The shift from on-premise to the cloud
Platform
Progression from monolithic services to flexible infrastructure
Trends that guide toward a Live Enterprise
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