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Meet up roadmap cloudera 2020 - janeiro
1.
linkedin.com/company/cloudera/ twitter.com/cloudera facebook.com/cloudera instagram.com/cloudera #MeetUpClouderaBrasil MeetUp ROADMAP CLOUDERA 2020 What
is coming in the new Cloudera data platform
2.
© 2020 Cloudera,
Inc. All rights reserved. 2 Thiago Santiago Solution Engineering linkedin.com/in/thiagosantiago/ thiago@cloudera.com
3.
© 2020 Cloudera,
Inc. All rights reserved. 3 ● Why are we here today? ● CDP Cloud ● CDP Data Center ● CDF for CDP ● CML for CDP ● Data Driven Journey and Use Cases Agenda
4.
© 2020 Cloudera,
Inc. All rights reserved. 4 Why are you here now? You could be... ...Netflix?...Soap opera? ...Soccer?
5.
© 2020 Cloudera,
Inc. All rights reserved. 5 Why are you here now? ...Make 2020 your BigData Year!
6.
© 2020 Cloudera,
Inc. All rights reserved. 6 Why do you want BigData?
7.
© 2020 Cloudera,
Inc. All rights reserved. 7 $138,918$122,306 BigData Salaries? https://www.indeed.com/salaries/Big-Data-Salaries BigData ArchitectData Scientist *per year $137,054 Data Warehouse Architect $113,222 Senior Software Engineer
8.
© 2020 Cloudera,
Inc. All rights reserved. 8 Technology Trends? Artificial Intelligence Internet of Things Cloud Computing Streaming Data Industrial Internet Connected Business Consumer Devices Smart Devices Autonomy Prescriptive Analytics SaaS/PaaS Applications Ephemeral Use Cases Operational Efficiency Collaboration Real-time Applications Targeted Retail Recommendations Industrial Applications Shifting the Data Paradigm
9.
© 2020 Cloudera,
Inc. All rights reserved. 9 Security The Way BigData is Changing the world Big data is being heavily used by law enforcement, particularly by national organisations such NSA. These organisations have access to vast amounts of data which they use to catch criminals, foil terrorist plots . Surveillance video from currently deployed Border Patrol assets such as fixed and mobile towers, imaging unattended ground sensors (UGS), and unmanned air systems (drones) Analytical techniques applied to detect anomalies and/or trends leading to actionable intelligence Machine learning used to help with predictive and proactive deployment of resources
10.
© 2020 Cloudera,
Inc. All rights reserved. 10 Decline in Corruption The Way BigData is Changing the world Better monitoring of assets through foolproof big data analytics will help governments to track economies and facilitate a better allocation among everyone in the society. This also tackles the problems with unwieldy bureaucracy, misinformation and other types of obstacles to transparent economics.
11.
© 2020 Cloudera,
Inc. All rights reserved. 11 Environmental Health The Way BigData is Changing the world Increased carbon emission, greenhouse gasses, global warming and other climate changes can be better monitored and fought with the help of Big Data. The easiest example lies in wearable devices connected through internet providing awareness and means to stand against local environmental challenges.
12.
© 2020 Cloudera,
Inc. All rights reserved. 12 Fighting Poverty The Way BigData is Changing the world By taking data from developing nations, non-profit organizations are able to find areas where people can benefit the most from having access to better education, financial services, developed infrastructure, and health services. Having this information on hand can aid in efforts to get help for areas that are struck by natural disasters or health catastrophes. Big data may also help developing nations fight government corruption, which can cause extreme levels of poverty and impede relief efforts. Similarly, access to large amounts of information from various sources can also help organizations identify and react better to health epidemics, natural disasters (earthquakes, cyclones, etc.) and agricultural related trends (drought, famine, etc)."
13.
© 2020 Cloudera,
Inc. All rights reserved. 13 HealthCare The Way BigData is Changing the world Big data analytics is accelerating the speed at which researches can work, for example DNA strings can now be decoded in minutes which can lead to the faster creation of cures and the ability to predict disease patterns. Big data is being used to monitor premature and sick babies in some specialist units, with the techniques allowing the doctors to analyse every heart beat and breathing patterns. This leads to the development of algorithms which now allow for the prediction of infections 24 hours before any physical symptoms occur.
14.
© 2020 Cloudera,
Inc. All rights reserved. 14 Science The Way BigData is Changing the world CERN with the Large Hadron Collider producing astronomical amounts of data designed to unlock the secrets of the universe. The processing power is necessary to be able to analyse the 30 petabytes of data that the Hadron Collider produces annually. Big data is also aiding with space exploration – the Square Kilometre Array generates 700 terabytes of data a second. NASA Exchange Platform will help to manage the data. The technology which can detect radar on a planet 50 light years away could eventually help to discover life on another planet.
15.
© 2020 Cloudera,
Inc. All rights reserved. 15
16.
We Believe data
can make what was impossible yesterday, possible today.
17.
We Believe data
can make what was impossible yesterday, possible today.
18.
We Believe data
can make what was impossible yesterday, possible today.
19.
© Cloudera, Inc.
All rights reserved.19 THE ENTERPRISE DATA CLOUD COMPANY We believe that data can make what was impossible yesterday, possible today We empower people to transform complex data into clear and actionable insights We deliver an enterprise data cloud for any data, anywhere, from the Edge to AI
20.
© Cloudera, Inc.
All rights reserved.20 SNAPSHOT OF THE “NEW” CLOUDERA 85Countries Customers 3,000+Employees 2,000+
21.
© Cloudera, Inc.
All rights reserved.21 LEADING IN TOP INDUSTRIES 8/10 TOP GLOBAL 10/10 TOP GLOBAL 9/10 TOP GLOBAL 40+ GOVERNMENT CUSTOMERS BANKING TELCO PHARMAPUBLIC 8/10 TOP GLOBAL TECHNOLOGY 10/10 TOP GLOBAL AUTOMOTIVE
22.
© 2019 Cloudera,
Inc. All rights reserved. 22 WORLD-CLASS TRAINING, SERVICES & SUPPORT Fastest route from zero to production PROFESSIONAL SERVICES SCP-certified support anywhere in the world CLOUDERA SUPPORT 3 top big data certifications CLOUDERA UNIVERSITY
23.
© Cloudera, Inc.
All rights reserved.23 ENTERPRISE DATA CLOUD ARCHITECTURE •Multi-function analytics •Hybrid and multi-cloud •Secure and governed •Open platform IOT, INGEST & STREAMING DATA WAREHOUSING SECURITY & GOVERNANCE ML / AI DATA SCIENCE PUBLIC CLOUDS compute & storage DATACENTER compute & storage
24.
© Cloudera, Inc.
All rights reserved.24 Any Cloud Multi-Function OpenSecure & Governed THE ENTERPRISE DATA CLOUD COMPANY
25.
© 2019 Cloudera,
Inc. All rights reserved. 25 CLOUDERA DATA PLATFORM • Public, private & hybrid clouds • Shared data experience • Powered by open source • Analytics from the Edge to AI • Unified data control plane Analytic experiences Data Flow & Streaming Data Engineering Data Warehouse Operational Database Machine Learning Identity | Orchestration | Management | OperationsControl plane Management Console Data Hub & Cloudera Runtime Any Infrastructure Edge Public Multi-Cloud Hybrid Cloud Private Cloud Catalog | Schema | Migration | Security | GovernanceData anywhere
26.
© 2019 Cloudera,
Inc. All rights reserved. 26 CLOUDERA DATA PLATFORM - FORM FACTORS Data Center, Public cloud, Private cloud, hybrid Control plane DW Data Hub & Cloudera Runtime MLODDEDF SDX – security, governance & metadata Edge to AI CDP – Public Cloud Storage ComputePublic Multi-Cloud Control plane DW Data Hub & Cloudera Runtime MLODDEDF SDX – security, governance & metadata Edge to AI CDP – Private Cloud Datacenter Storage Container Cloud Private DW DS/ ML DF OpDBDE Control plane SDX – security, governance & metadata CDP – Data Center Storage & Compute SDX – security, governance & metadata Control plane
27.
© 2020 Cloudera,
Inc. All rights reserved. 27 CDP Data Center EDH Cloudera Enterprise Data Hub The Most Comprehensive Data Analytics Platform + + New Features = CDP Data Center
28.
CDP Public Cloud
29.
© 2020 Cloudera,
Inc. All rights reserved. 29 Environment • 1 Template • 1 Region • 1 VPC • Multiple Roles/Buckets KEY CONCEPTS & COMPONENTS 1:1 ENVIRONMENTS Data Lake • SDX: Atlas, Ranger, Knox, IdBroker, CM • Associated with groups/users Data Hub Clusters / Experiences • DH templates • ML Env • DW Database Catalogs/Virtual Compute 1:N
30.
© 2020 Cloudera,
Inc. All rights reserved. 30 KEY CONCEPTS & COMPONENTS Typical user flow Enterprise IT CDP Control Plane Enterprise Cloud Resources (IAM, Network, VMs, Buckets, etc.) Management Console 1 Step 1 User connects to CDP with their enterprise identity Step 2 They create an environment and data lake for their enterprise 2 Environment Step 3 They create data hub clusters for traditional workloads Data Lake Atlas Ranger Knox IdBroker FreeIPA CM HMS 3 BI Team Cluster ETL Team Cluster 4 Node 1 Node 2 Node 3 Step 4 They create access points for containerized analytic experiences Node 1 Node 2 Node 3 Data Warehouse Experience Machine Learning Experience
31.
© 2020 Cloudera,
Inc. All rights reserved. 31 CONSISTENT SECURITY AND GOVERNANCE Built for multi-functional analytics anywhere • Data Catalog: a comprehensive catalog of all data sets, spanning on- premises, cloud object stores, structured, unstructured, and semi- structured • Schema: automatic capture and storage of any and all schema and metadata definitions as they are used and created by platform workloads • Replication: deliver data as well as data policies there where the enterprise needs to work, with complete consistency and security • Security: role-based access control applied consistently across the platform. Includes full stack encryption and key management • Governance: enterprise-grade auditing, lineage, and governance capabilities applied across the platform with rich extensibility for partner integrations
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© 2019 Cloudera,
Inc. All rights reserved. 32 CDP HOME A single login to access the full platform, documentation, and support - all controlled through corporate SSO
33.
© 2019 Cloudera,
Inc. All rights reserved. 33 A single pane of glass to manage 100s of clusters all with different lifecycles - across multiple environments MANAGEMENT CONSOLE
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© 2020 Cloudera,
Inc. All rights reserved. 34 DATA LAKE What is a Data Lake? A common set of Services (SDX) within an Environment that are shared across multiple Clusters/ Experiences. These include Services for: • Security • Auditing • Governance • Data Discovery
35.
© 2020 Cloudera,
Inc. All rights reserved. 35 DATA HUB CLUSTERS AND EXPERIENCES What are the consumption options? A Data Hub Cluster is a customizable environment that runs like a traditional Hadoop cluster, but is designed to leverage Cloud Storage. An Experience is a container-based compute environment for specific purposes: ML, DW, DE, OD, DF
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© 2019 Cloudera,
Inc. All rights reserved. 36 DATA HUB A familiar and highly customizable cluster service optimized for the separation of storage and compute
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© 2019 Cloudera,
Inc. All rights reserved. 37 DATA WAREHOUSE A data warehousing service optimized for concurrency, caching, and isolation
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© 2019 Cloudera,
Inc. All rights reserved. 38 DATA CATALOG A centralized data stewardship tool for searching, organizing, securing, and governing data across environments
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© 2019 Cloudera,
Inc. All rights reserved. 39 WORKLOAD MANAGER A centralized management tool for analyzing and optimizing workloads within and across environments
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© 2019 Cloudera,
Inc. All rights reserved. 40 REPLICATION MANAGER A centralized management tool for replicating and migrating data, metadata, and policies between environments
41.
© 2019 Cloudera,
Inc. All rights reserved. 41 A machine learning workspace service to connect teams of data scientists to enterprise data MACHINE LEARNING
42.
© 2020 Cloudera,
Inc. All rights reserved. 42 Tour CDP Public Cloud https://console.cdp.cloudera.com/#/
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CDP Data Center
44.
© 2020 Cloudera,
Inc. All rights reserved. 44 New Features for everyone... New features for CDH 6 customers Ranger 2.0 • Dynamic row filtering & column masking • Attribute-based access control • SparkSQL fine-grained access control Atlas 2.0 • Advanced data discovery • Improved performance and scalability Hive 3 • Hive-on-Tez for better ETL performance • ACID transactions Ozone (Preview) • 10x scalability of HDFS Knox • Gateway-based SSO Druid • Low-latency DataMart for real-time and aggregate data Spark on Docker • Simplified dependency management New features for HDP 3 customers Cloudera Manager • Virtual private clusters • Automated wire encryption setup • Fine-grained RBAC for administrators • Streamlined maintenance workflows Atlas 2.0 • Advanced data lineage • Faceted search Solr 7 • Relevance-based text search over unstructured data (text, pdf, .jpg, ...) Impala • Better fit for Data Mart migration use cases (interactive, BI style queries) Hue • Built-in SQL editor Kudu • Better performance for fast changing / updateable data Better at-rest Encryption • Key Trustee Server, NavEncrypt
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© 2020 Cloudera,
Inc. All rights reserved. 45 What’s in the box? CDP Data Center 7.0 (2H 2019) Coming soon... • Cloudera Manager 7.0 • Hadoop 3.1 • Spark 2.4 • Hive 3.1 • Impala 3.2 • Oozie 5.1 • Hue 4.3 • Ranger 2.0 • Atlas 2.0 • Solr 7.4 • Tez 0.9 • HBase 2.2 • Phoenix 5.0 • Kudu 1.11 • Sqoop 1.4.7 • Parquet 1.10 • Avro 1.8 • ORC 1.5 • Zookeeper 3.5 • Kafka 2.3 • Key Trustee Server • Ozone (Tech Preview) • LLAP • Livy • Druid • Ranger KMS • Key HSM • Navigator Encrypt • Zeppelin • Knox • Accumulo
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© 2020 Cloudera,
Inc. All rights reserved. 46 Foundation for Containerized Applications Latest upstream features Best of CDH and HDP features CDH 5 / HDP 2 Cluster Existing Apps Existing Data Existing Hardware Upgrade CDH 6 / HDP 3 Cluster Existing Apps Existing Data Existing Hardware CDP Data Center Cluster Existing Apps SDX Storage CDP Private Cloud Management Console Container Cloud Data Hub DW, ML, more Upgrade Direct Upgrade CDP Data Center provides the stateful elements for new wave of containerized applications • Storage • Table Schema • Authentication & Authorization • Governance Plan your path to CDP-DC now, expand to new experiences in this year
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New for CDH
Customers
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© 2020 Cloudera,
Inc. All rights reserved. 48 Ranger Authorization • Standard CDP authorization model across services ○ Replaces Sentry • Better fine-grained access controls ○ Dynamic Row Filtering ○ Dynamic Column Masking ○ Attribute-based Access Control ○ SparkSQL fine-grained access control • Rich policy features ○ Allow/Deny constructs, Custom policy conditions/context enrichers, time bound policies, Atlas integration (for tag based policies) • Extensive Access Auditing with rich event metadata
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© 2020 Cloudera,
Inc. All rights reserved. 49 New in Ranger • Ranger AuthZ for Impala, HMS, Solr (doc level), Ozone (TP) • Security Zones • RBAC in Ranger New for both Cloudera and Hortonworks customers
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© 2020 Cloudera,
Inc. All rights reserved. 50 Apache Ranger - Impala Support ● Single policy store for Hive and Impala to enable consistent policy authoring ● Independent AuthZ plugin to enforce policies locally ● Resource and tag based policies supported ● Masking/Row filtering on roadmap for Impala
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© 2020 Cloudera,
Inc. All rights reserved. 51 Apache Ranger - Security Zones ● Resource Isolation (especially for multi- tenancy) ● Policy administration isolation ● Cross-service logical grouping
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© 2020 Cloudera,
Inc. All rights reserved. 52 Apache Ranger - Roles
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© 2020 Cloudera,
Inc. All rights reserved. 53 Apache Ranger Roadmap • Authz Integration with more services ○ Kudu, Nifi Registry, Schema Registry etc • Incremental policy/tag downloads • Ranger audit extensions • REST based Authz server • RangerKMS-KeyTrustee integration • Row filtering capability extension (to Hbase etc) • Ranger authz for Ranger • Supporting multiple versions of plugins
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© 2020 Cloudera,
Inc. All rights reserved. 54 Apache Atlas • Metadata catalog & search • Lineage & chain of custody • Business glossary • Metadata audits & security
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© 2020 Cloudera,
Inc. All rights reserved. 55 Apache Atlas: Overview • A catalog for metadata of enterprise assets • Large number of integrations to gather metadata and lineage
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© 2020 Cloudera,
Inc. All rights reserved. 56 Apache Atlas: Overview (cont..) • Rich, dynamic type-system makes it easy to onboard new components • APIs to define types: entity, classification, struct, relationship, enum
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© 2020 Cloudera,
Inc. All rights reserved. 57 Apache Atlas: Metadata - Hive Column
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© 2020 Cloudera,
Inc. All rights reserved. 58 Apache Atlas: lineage - Hive Table ● Propagation of Tags ● Filter and search ● Export Lineage
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© 2020 Cloudera,
Inc. All rights reserved. 59 Apache Atlas: Search
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© 2020 Cloudera,
Inc. All rights reserved. 60 Apache Atlas What’s New in CDP-DC? • Impala and HMS new hooks • Spark-Atlas connector • Lineage Improvements • Runtime Stats • Optimized Search • Improvements to address Navigator metadata import
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© 2020 Cloudera,
Inc. All rights reserved. 61 HIVE 3 FOR DATA WAREHOUSING IN CDP-DC - OVERVIEW • Comprehensive ANSI SQL 2016 coverage • Use Cases: Pre-built reports, more efficient SQL constructs, BI tool compatibility • Capabilities: Implements 120/163 SQL 2016 mandatory features and > 70 optional features Runs all 99 TPC-DS queries without modifications Additional SQL friendly capabilities e.g. surrogate keys, information_schema, … • ACID Support: Transactions and INSERT/UPDATE/DELETE/MERGE • Use Cases: Delete individual rows (GDPR), data cleansing/correction, merge for CDC data, ... • Capabilities: SQL 2011 compliant, transactional (snapshot isolation), set based insert/update/delete Managed tables (ACID default) on ORC; External tables (non-ACID) on ORC/Parquet
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New for HDP
customers
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© 2020 Cloudera,
Inc. All rights reserved. 63 IMPALA AND KUDU FOR DATA WAREHOUSING IN CDP-DC • Apache Impala: Leading MPP SQL Engine for DW - optimized for Parquet/Kudu • Ideal for: Data Mart Implementations that require Interactive/Ad-hoc BI • 1000+ enterprise customers - many running on 10s of PBs and 100s of nodes • Certified with leading BI tools with broad SQL coverage • Latest release adds improvements for resiliency, concurrency, and metadata • Apache Kudu: Leading columnar storage engine for fast analytics on fast data • Ideal for: Low latency time series data ingest and analytics (with Impala SQL engine) • Strength of fast ingest with single rows like HBASE and allows large scans like HDFS • ACID (insert/update/delete) semantics with single rows
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© 2020 Cloudera,
Inc. All rights reserved. 64 HUE FOR DATA WAREHOUSING IN CDP-DC • Apache Hue: Leading SQL Workbench for Ad-hoc BI • Ideal for: Ad-hoc queries/exploration on Data Marts/HDFS files using Impala and/or HIVE • Very high adoption rate across hadoop landscapes with thousands of active users • Key features: • SQL editor - autocomplete, query history, query plans • File browser - Object Stores (S3, ADLS), HDFS • Document Handling - Sharing, Downloading, Importing, Exporting • Load balancing for large scale deployments with hundreds of concurrent users
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© 2020 Cloudera,
Inc. All rights reserved. 65 Cloudera Manager 7 - What’s new for HDP Users • Single pane of glass ○ Multiple clusters! (up to 3,000 nodes total) ○ ‘Compute’ clusters & ‘Base’ clusters (‘VPCs’) • Security ○ Automated wire encryption (TLS 1.2) ○ HDFS encryption-at-rest wizard (KTS/KMS) ○ Fine-grained access control for admins • Ease of administration ○ Global configuration search / config ‘diff’ before restart ○ Edge/’gateway’ node configuration ○ Proper rolling restart (HA-sensitive) ○ View of YARN/Impala workloads • Performance ○ BitTorrent based distribution of binaries
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© 2020 Cloudera,
Inc. All rights reserved. 66 Cloudera Manager 7 - What’s new for Everyone! • Management of new services ○ Ranger,Atlas,Hive-on-Tez,DAS • CDP Look-and-Feel • Cluster-level configuration history • Improved global search • Resume errors in enabling Kerberos • Minor scalability improvements (hosts page) • Improved alerts configuration • JQuery 3.4 (improved security)
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YARN
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© 2020 Cloudera,
Inc. All rights reserved. 68 Capacity Scheduler & Queue Manager UI • Capacity Scheduler is now default scheduler in YARN ! GPU support ! Node Labels ! Global scheduling support ! Better placement support • A new Queue management UI experience for better usability
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© 2020 Cloudera,
Inc. All rights reserved. 69 Capacity Scheduler & Queue Manager UI • New Queue Manager UI in CM to configure resources and queues List of all queues in cluster
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© 2020 Cloudera,
Inc. All rights reserved. 70 Spark Dependency Management • Simplify dependency management with Spark-on-Docker support • No need to install dependencies on individual cluster hosts Enable Docker on YARN with a click from CM for Spark workloads
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CDF for CDP-DC
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© 2020 Cloudera,
Inc. All rights reserved. 72 Cloudera DataFlow (CDF) Platform - When will it be Supported on CDP-DC? Deployment Spectrum CDP DataHub CDP DataCenter CDP DataFlow Service CDH On-Premise
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© 2020 Cloudera,
Inc. All rights reserved. 73 CFM 2.0 Highlights & Platform Integration Based on Apache NiFi 1.10 Allows parameterization of all processor properties Support for “public” (accessible to remote site to site clients) ports for any processor Queue Length and time to Backpressure are now predicted First release to include K8s Operator (Tech Preview) Allows customers to try out NiFi clusters on Kubernetes Operator takes care of NiFi cluster installation, configuration and scaling OpenShift certified (pending) Goal is to to gather feedback from customers about requirements First release to include Stateless NiFi Runtime New NiFi Runtime Flow Files stored in memory, not persisted on disk Data Durability provided by source/ target systems Allows for abstraction of “jobs” Allows for flows to be “triggered” CFM 2.0 will be Available as Add-On to CDP-DC Available Post GA - Target Q4
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© 2020 Cloudera,
Inc. All rights reserved. 74 Flume to CEM / CFM migration Yes, Flume is really gone. Opportunity Flume Use Case Migration Questions? Need Help for specific customer use case? Flume Offload Sales Play We now have a powerful data distribution / ingest tool in our stack Door opener for new analytics use cases - Flexible Data Movement architecture - Foundation for real-time stream processing Identify your customer’s Use Cases Most common use cases: - Hadoop Ingest (HDFS, HBase) - “Flafka” (Read/Write Kafka) - HTTP, File sources/sinks Flume used as agent -> CEM Flume used for central ingest -> CFM We will host a deep-dive Flume Offload enablement Check out Flume Offload Collateral (Decks, example Flows, migration strategy) Reach out to dim- field@cloudera.com mkohs@cloudera.com fce_streaming / fce_nifi
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© 2020 Cloudera,
Inc. All rights reserved. 75 Kafka 2.3 Available in CDP-DC 7.0 Secure and Governed Kafka Clusters with New Ranger & Atlas Integration What's New? • Kafka 2.3 available in CR 7.0 Parcel • Kafka / Ranger Integration • Kafka / Atlas Integration • Support Hive 3.X / Kafka Storage Handler • Support LDAP Base Auth • Support multiple Kafka compute clusters using shared Security Data Lake with Ranger & Atlas Shared Security Context from Data Lake consisting of Ranger and Atlas Kafka Compute Cluster using Shared Security Context
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© 2020 Cloudera,
Inc. All rights reserved. 76 Kafka Management Services Support on CDP-DC SR, SMM & SRM Available as Add-On to CDP-DC Available Post GA - Target Q4 Schema Registry New Kafka Schema Governance Streams Replication Manager (SRM) New Kafka Replication Engine powered by MirrorMaker2 Streams Messaging Manager (SMM) New Kafka Monitoring Service
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© 2020 Cloudera,
Inc. All rights reserved. 77 New Flink Support on CDP-DC Flink Yarn Support Available as Add-On to CDP-DC Available Post GA - Target Q4 Why Flink • Next Gen streaming engine offers more superior solution than Storm • Flink runs as Yarn app • Key Features ! Ultra Low Latency ( < 100 MS) ! Advanced features (late arriving data, checkpointing, event time processing) ! Exactly Once Processing ! Complex Stateful Stream Processing ! Growing / Vibrant Community
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CLOUDERA MACHINE LEARNING
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© 2020 Cloudera,
Inc. All rights reserved. 79
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© 2020 Cloudera,
Inc. All rights reserved. 80
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© 2020 Cloudera,
Inc. All rights reserved. 81
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© 2020 Cloudera,
Inc. All rights reserved. 82
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GETTING TO PRODUCTION
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© 2020 Cloudera,
Inc. All rights reserved. 84
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© 2020 Cloudera,
Inc. All rights reserved. 85
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© 2020 Cloudera,
Inc. All rights reserved. 86 Tour CML for CDP https://console.cdp.cloudera.com/#/
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© 2020 Cloudera,
Inc. All rights reserved. 87 DATA-DRIVEN JOURNEY
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© 2019 Cloudera,
Inc. All rights reserved. 88 DATA-DRIVEN JOURNEY USE CASES VISIBILITY PRODUCTIVITY TRANSFORMATION Preventive & Proactive Maintenance IoT Hub for Industry 4.0 Advanced Threat Detection Risk Modelling & Analysis Marketing Systems Integration Customer 360 Insights Exploratory Data Science Data Warehouse Applied Machine Learning GROW Sales & Marketing CONNECT Operations & Product PROTECT Security & Compliance MODERNIZE IT, Tech, Data Science & Analytics
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© Cloudera, Inc.
All rights reserved.89 HIERARCHY OF NEEDS FOR THE DATA-DRIVEN ENTERPRISE The “AI Ladder” AI MACHINE LEARNING DATA SCIENCE ANALYTICS "BIG DATA"
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© 2020 Cloudera,
Inc. All rights reserved. 90 Actionable Intelligence Powers Today’s Financial Services OFAC Lists Credit Records ATM Streams Transactions & Wires Stock Tickers Trade Settlements DIGITAL CUSTOMER 360 RISK DATA AGGREGATION ANTI-MONEY LAUNDERING FRAUD DETECTION TRADE SURVEILLANCE Mobile App Data Trade Data Web Logs Banker Notes Demographi c Data Customer Transactio n Data
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© 2020 Cloudera,
Inc. All rights reserved. 91 Connected Data Drives Success in Telecommunications Call Detail Records Product Catalogs Cyber Threat Metadata Sensor Data Server Logs Voice-to-Text SINGLE VIEW OF THE CUSTOMER CHURN REDUCTION CDR ANALYSIS NETWORK OPTIMIZATION DYNAMIC BANDWIDTH ALLOCATION Clickstrea m ERP System Data Social Media Billing Data Subscriber Profiles CRM Record s
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© 2020 Cloudera,
Inc. All rights reserved. 92 Actionable Intelligence Drives Retail Sales Growth Product Catalogs Sales Forecasts Beacons & RFID Server Logs In-Store WiFi Logs Store Communicatio ns SINGLE VIEW OF THE CUSTOMER PRODUCT RECOMMENDATIONS INVENTORY & SUPPLY CHAIN PRICING OPTIMIZATION TARGETED PROMOTIONS Clickstrea m ERP Data Social Media Staffing Plans Store Reporting CRM Record s
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© 2020 Cloudera,
Inc. All rights reserved. 93 Actionable Intelligence Makes Healthcare Precise and Personal Patient Records Lab Data Pharmacy Data Patient Locations Wearable s Intra-Network Data Sensor Data Claims Data Social Media Physician Notes Patient Satisfaction Data Clinical (EMR) Data SINGLE VIEW OF PATIENT REAL-TIME VITAL SIGN MONITORING BILLING & REIMBURSEMENTS EMR OPTIMIZATION SUPPLY CHAIN OPTIMIZATION
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© 2020 Cloudera,
Inc. All rights reserved. 94 Actionable Intelligence Makes Pharmaceuticals Safe & Effective Research Cohort Data Molecular Data RFID Data Social Media Biometri cs Sensor Data DRUG TRIAL COHORT SELECTION YIELD OPTIMIZATION RAW MATERIAL WASTE REDUCTION SEARCHABLE RESEARCH REPOS NEXT-GEN SEQUENCING (NGS) Supply Chain Geo-location Data Scientific Studies Manufacturing Machine Data Clinical Records Sales Reports Genomic Data
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© 2020 Cloudera,
Inc. All rights reserved. 95 Actionable Intelligence Powers Modern Manufacturing Defect Testing Data Product Designs MES System s RFID Streams SCADA Systems Shop Floor Sensors PREVENTATIVE MAINTENANCE SUPPLY CHAIN OPTIMIZATION YIELD MAXIMIZATION QUALITY CONTROL RECALL AVOIDANCE ERP Systems Supplier Receipts Machine Data Assembly Line Sensors Data Historians Work Orders
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© 2020 Cloudera,
Inc. All rights reserved. 96 Actionable Intelligence Enhances Public Sector Efficiency Historical Archives Cyber Threat Metadata Vehicle Telemetry Data Disease Outbreaks Natural Disasters PUBLIC TRANSPORTATION INFRASTUCTURE MAINTENANCE PUBLIC HEALTH NATIONAL DEFENSE HOMELAND SECURITY Socia l Medi a Work Orders Meeting Notes Voter Rolls Public Benefits Claims Financial Audits Extreme Weather Alerts
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© 2020 Cloudera,
Inc. All rights reserved. 97 Why are you here now?
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© 2020 Cloudera,
Inc. All rights reserved. 98 THANK YOU! Because This is Your BigData Year! 2020
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