SlideShare a Scribd company logo
1 of 22
How Imprivata Combines
External Data Sources for
Business Insights
Sr. Manager, Business Applications & Sales Operations
Imprivata
Chris Rustici
Director of Customer Engagement
StreamSets Cloud
Pat Patterson
Chris Rustici
Sr. Manager, Business
Applications & Sales Operations
CRustici@imprivata.com
@ChrisRustici
Pat Patterson
Director of Customer Engagement,
StreamSets Cloud
pat@streamsets.com
@metadaddy
Forward Looking Statement
Statement under the Private Securities Litigation Reform Act of 1995:
This presentation contains forward-looking statements about the company’s financial and operating results, which may include expected GAAP and non-GAAP financial and other
operating and non-operating results, including revenue, net income, diluted earnings per share, operating cash flow growth, operating margin improvement, expected revenue growth,
expected current remaining performance obligation growth, expected tax rates, the one-time accounting non-cash charge that was incurred in connection with the Salesforce.org
combination; stock-based compensation expenses, amortization of purchased intangibles, shares outstanding, market growth and sustainability goals. The achievement or success of the
matters covered by such forward-looking statements involves risks, uncertainties and assumptions. If any such risks or uncertainties materialize or if any of the assumptions prove
incorrect, the company’s results could differ materially from the results expressed or implied by the forward-looking statements we make.
The risks and uncertainties referred to above include -- but are not limited to -- risks associated with the effect of general economic and market conditions; the impact of geopolitical
events; the impact of foreign currency exchange rate and interest rate fluctuations on our results; our business strategy and our plan to build our business, including our strategy to be
the leading provider of enterprise cloud computing applications and platforms; the pace of change and innovation in enterprise cloud computing services; the seasonal nature of our
sales cycles; the competitive nature of the market in which we participate; our international expansion strategy; the demands on our personnel and infrastructure resulting from
significant growth in our customer base and operations, including as a result of acquisitions; our service performance and security, including the resources and costs required to avoid
unanticipated downtime and prevent, detect and remediate potential security breaches; the expenses associated with new data centers and third-party infrastructure providers; additional
data center capacity; real estate and office facilities space; our operating results and cash flows; new services and product features, including any efforts to expand our services beyond
the CRM market; our strategy of acquiring or making investments in complementary businesses, joint ventures, services, technologies and intellectual property rights; the performance
and fair value of our investments in complementary businesses through our strategic investment portfolio; our ability to realize the benefits from strategic partnerships, joint ventures and
investments; the impact of future gains or losses from our strategic investment portfolio, including gains or losses from overall market conditions that may affect the publicly traded
companies within the company's strategic investment portfolio; our ability to execute our business plans; our ability to successfully integrate acquired businesses and technologies,
including delays related to the integration of Tableau due to regulatory review by the United Kingdom Competition and Markets Authority; our ability to continue to grow unearned
revenue and remaining performance obligation; our ability to protect our intellectual property rights; our ability to develop our brands; our reliance on third-party hardware, software and
platform providers; our dependency on the development and maintenance of the infrastructure of the Internet; the effect of evolving domestic and foreign government regulations,
including those related to the provision of services on the Internet, those related to accessing the Internet, and those addressing data privacy, cross-border data transfers and import and
export controls; the valuation of our deferred tax assets and the release of related valuation allowances; the potential availability of additional tax assets in the future; the impact of new
accounting pronouncements and tax laws; uncertainties affecting our ability to estimate our tax rate; the impact of expensing stock options and other equity awards; the sufficiency of
our capital resources; factors related to our outstanding debt, revolving credit facility, term loan and loan associated with 50 Fremont; compliance with our debt covenants and lease
obligations; current and potential litigation involving us; and the impact of climate change.
Further information on these and other factors that could affect the company’s financial results is included in the reports on Forms 10-K, 10-Q and 8-K and in other filings it makes with
the Securities and Exchange Commission from time to time. These documents are available on the SEC Filings section of the Investor Information section of the company’s website at
www.salesforce.com/investor.
Salesforce.com, inc. assumes no obligation and does not intend to update these forward-looking statements, except as required by law.
Providing healthcare organizations globally with a security and identity platform that delivers
ubiquitous access, positive identity management, and multifactor authentication.
2,000+ Customers with offices in Boston, London and Australia supporting 450+ employees
Sales Cloud Service Cloud Salesforce CPQ Einstein Analytics
The IT Security Company That Healthcare Trusts
Imprivata
Operationalizing Data Flows: Go Fast and Innovate
StreamSets
History of InnovationLeadership team Ecosystem
Customers
120 Companies
10 Fortune 100 companies
N. America, Europe, ANZ
Open Source Usage
3000+ companies
40% of Global 500
100+ countries
Recognition
Goal
• Allow Imprivata to make data-driven decisions across multiple systems in a single Analytics solution
Business needs
• Anytime, anywhere access to data from multiple systems
• Single source of truth for financial and operational reporting
• A team to create and maintain an Analytics library
Technical challenges
• Several reporting tools used internally
• No centralized data repository
• No data streaming connection between internal systems
The Problem - Scattered Data
Old Data Landscape
New Data Architecture
New Data Architecture
New Data Architecture
Join Salesforce and Netsuite Data in PostgreSQL
StreamSets Control Hub Topology
Monitor Data Flow
StreamSets Control Hub - Data in Motion
SOQL Query Retrieves All Data
Ingest Salesforce Opportunities into PostgreSQL
Overwrite Dataset
Ingest Joined Data into Einstein Analytics
• Collaborative design
• Automated deployment
• Architecture-wide
visibility and control
StreamSets Control Hub: Design and Deploy at Scale
• Adaptable flows
• In-stream sanitization
• In-stream metrics
• Continuous execution
• Open Source
StreamSets Data Collector: Operationalized Ingest
The Power of the Salesforce APIs, the Simplicity of Drag and Drop
StreamSets Salesforce Integrations
Salesforce Origin
• Read from SObjects
• SOAP/Bulk API for existing data
• Streaming API/Change Data Capture for changes
Salesforce Lookup
• Lookup value(s) based on key
Salesforce Destination
• Write to SObjects
• Create/Update/Delete records
Einstein Analytics Destination
• Write to Datasets
• Append/Delete/Overwrite/Upsert
Speed, SaaS and simplicity without limitations
StreamSets Cloud
• Fastest, easiest way to ingest
data into SaaS data stores
such as Snowflake, Azure
Data Warehouse, Salesforce
and, from early 2020,
Einstein Analytics
• Try it now at
streamsets.cloud
Einstein Analytics Dashboard
Anytime, anywhere access to data
One stop Analytics shop
Better user experience
Data governance
“Single source of truth”
Wrapping Up
How Imprivata Combines External Data Sources for Business Insights

More Related Content

What's hot

Regulatory & Compliance Account Opening
Regulatory & Compliance Account OpeningRegulatory & Compliance Account Opening
Regulatory & Compliance Account OpeningAxis Technology, LLC
 
Capanalec profile June-2019
Capanalec profile June-2019Capanalec profile June-2019
Capanalec profile June-2019CapAnalec
 
Enhancing Your Lightning Apps with Einstein Analytics
Enhancing Your Lightning Apps with Einstein AnalyticsEnhancing Your Lightning Apps with Einstein Analytics
Enhancing Your Lightning Apps with Einstein Analyticsrikkehovgaard
 
Investor deck for website 5-16-14 v4
Investor deck for website 5-16-14 v4Investor deck for website 5-16-14 v4
Investor deck for website 5-16-14 v4InvestorSymantec
 
Investor deck for website 5-16-14 v3
Investor deck for website 5-16-14 v3Investor deck for website 5-16-14 v3
Investor deck for website 5-16-14 v3InvestorSymantec
 
Symantec investor presentation august 2014
Symantec investor presentation august 2014Symantec investor presentation august 2014
Symantec investor presentation august 2014InvestorSymantec
 
Demystifying Code for Admins: The Last Step to Apex
Demystifying Code for Admins: The Last Step to ApexDemystifying Code for Admins: The Last Step to Apex
Demystifying Code for Admins: The Last Step to ApexAdam Olshansky
 
Essential Habits for New Admins
Essential Habits for New AdminsEssential Habits for New Admins
Essential Habits for New AdminsSalesforce Admins
 
data and_its_role_in_operational_risk_management
data and_its_role_in_operational_risk_managementdata and_its_role_in_operational_risk_management
data and_its_role_in_operational_risk_managementLaxmi Bank
 
Overview of PRMIA Vienna event on BCBS 239
Overview of PRMIA Vienna event on BCBS 239Overview of PRMIA Vienna event on BCBS 239
Overview of PRMIA Vienna event on BCBS 239Alfonso Asaro
 
Lightning Components 101: An Apex Developer's Guide
Lightning Components 101: An Apex Developer's GuideLightning Components 101: An Apex Developer's Guide
Lightning Components 101: An Apex Developer's GuideAdam Olshansky
 
Get to grips with FRTB data and data management requirements
Get to grips with FRTB data and data management requirementsGet to grips with FRTB data and data management requirements
Get to grips with FRTB data and data management requirementsLeigh Hill
 

What's hot (16)

Regulatory & Compliance Account Opening
Regulatory & Compliance Account OpeningRegulatory & Compliance Account Opening
Regulatory & Compliance Account Opening
 
Capanalec profile June-2019
Capanalec profile June-2019Capanalec profile June-2019
Capanalec profile June-2019
 
Enhancing Your Lightning Apps with Einstein Analytics
Enhancing Your Lightning Apps with Einstein AnalyticsEnhancing Your Lightning Apps with Einstein Analytics
Enhancing Your Lightning Apps with Einstein Analytics
 
Investor deck for website 5-16-14 v4
Investor deck for website 5-16-14 v4Investor deck for website 5-16-14 v4
Investor deck for website 5-16-14 v4
 
Investor deck for website 5-16-14 v3
Investor deck for website 5-16-14 v3Investor deck for website 5-16-14 v3
Investor deck for website 5-16-14 v3
 
Symantec investor presentation august 2014
Symantec investor presentation august 2014Symantec investor presentation august 2014
Symantec investor presentation august 2014
 
The uses of pervasive intelligence
The uses of pervasive intelligenceThe uses of pervasive intelligence
The uses of pervasive intelligence
 
Demystifying Code for Admins: The Last Step to Apex
Demystifying Code for Admins: The Last Step to ApexDemystifying Code for Admins: The Last Step to Apex
Demystifying Code for Admins: The Last Step to Apex
 
Essential Habits for New Admins
Essential Habits for New AdminsEssential Habits for New Admins
Essential Habits for New Admins
 
data and_its_role_in_operational_risk_management
data and_its_role_in_operational_risk_managementdata and_its_role_in_operational_risk_management
data and_its_role_in_operational_risk_management
 
Trends in AML Compliance
Trends in AML ComplianceTrends in AML Compliance
Trends in AML Compliance
 
Tax DSS
Tax DSSTax DSS
Tax DSS
 
Overview of PRMIA Vienna event on BCBS 239
Overview of PRMIA Vienna event on BCBS 239Overview of PRMIA Vienna event on BCBS 239
Overview of PRMIA Vienna event on BCBS 239
 
Lightning Components 101: An Apex Developer's Guide
Lightning Components 101: An Apex Developer's GuideLightning Components 101: An Apex Developer's Guide
Lightning Components 101: An Apex Developer's Guide
 
Analyst connection sap
Analyst connection sapAnalyst connection sap
Analyst connection sap
 
Get to grips with FRTB data and data management requirements
Get to grips with FRTB data and data management requirementsGet to grips with FRTB data and data management requirements
Get to grips with FRTB data and data management requirements
 

Similar to How Imprivata Combines External Data Sources for Business Insights

Health Cloud: Digital Transformation Driving Speed to Value
Health Cloud: Digital Transformation Driving Speed to ValueHealth Cloud: Digital Transformation Driving Speed to Value
Health Cloud: Digital Transformation Driving Speed to ValueCodeScience
 
Admin Best Practices: Explore the Power of Data with Tableau
Admin Best Practices: Explore the Power of Data with TableauAdmin Best Practices: Explore the Power of Data with Tableau
Admin Best Practices: Explore the Power of Data with TableauSalesforce Admins
 
Dreamforce 2019: "Using Quip for Better Documentation of your Salesforce Org"
Dreamforce 2019: "Using Quip for Better Documentation of your Salesforce Org"Dreamforce 2019: "Using Quip for Better Documentation of your Salesforce Org"
Dreamforce 2019: "Using Quip for Better Documentation of your Salesforce Org"Prag Ravichandran Kamalaveni (he/him)
 
Dreamforce 2019 Einstein Analytics Keynote: The Intelligence imperative
Dreamforce 2019 Einstein Analytics Keynote: The Intelligence imperative  Dreamforce 2019 Einstein Analytics Keynote: The Intelligence imperative
Dreamforce 2019 Einstein Analytics Keynote: The Intelligence imperative Ketan Karkhanis
 
Salesforce Sydney Trailblazer User Group Global Gathering Dreamforce ‘19 High...
Salesforce Sydney Trailblazer User Group Global Gathering Dreamforce ‘19 High...Salesforce Sydney Trailblazer User Group Global Gathering Dreamforce ‘19 High...
Salesforce Sydney Trailblazer User Group Global Gathering Dreamforce ‘19 High...Alek Gokiert
 
tdx20cosenhancingyourcrmwitheinsteinai1592951856546.pdf
tdx20cosenhancingyourcrmwitheinsteinai1592951856546.pdftdx20cosenhancingyourcrmwitheinsteinai1592951856546.pdf
tdx20cosenhancingyourcrmwitheinsteinai1592951856546.pdfMubeenQawi1
 
Save Millions of Clicks! Easily migrate complex schemas from SQL to Salesforce.
Save Millions of Clicks!  Easily migrate complex schemas from SQL to Salesforce.Save Millions of Clicks!  Easily migrate complex schemas from SQL to Salesforce.
Save Millions of Clicks! Easily migrate complex schemas from SQL to Salesforce.Daniel Peter
 
WT19: 5 Game-Changing Flow Solutions to Level Up Your Org
WT19: 5 Game-Changing Flow Solutions to Level Up Your OrgWT19: 5 Game-Changing Flow Solutions to Level Up Your Org
WT19: 5 Game-Changing Flow Solutions to Level Up Your OrgSalesforce Admins
 
WT19: Metadata Magic: Maintain Code, Without the Code!
WT19: Metadata Magic: Maintain Code, Without the Code!WT19: Metadata Magic: Maintain Code, Without the Code!
WT19: Metadata Magic: Maintain Code, Without the Code!Salesforce Admins
 
Stamford developer group Experience Cloud
Stamford developer group   Experience CloudStamford developer group   Experience Cloud
Stamford developer group Experience CloudAmol Dixit
 
Stamford developer group Omni channel
Stamford developer group Omni channelStamford developer group Omni channel
Stamford developer group Omni channelAmol Dixit
 
Admin Best Practices: 3 Steps to Seamless Deployments
Admin Best Practices: 3 Steps to Seamless DeploymentsAdmin Best Practices: 3 Steps to Seamless Deployments
Admin Best Practices: 3 Steps to Seamless DeploymentsSalesforce Admins
 
Admin Best Practices: Introducing Einstein Recommendation Builder
Admin Best Practices: Introducing Einstein Recommendation BuilderAdmin Best Practices: Introducing Einstein Recommendation Builder
Admin Best Practices: Introducing Einstein Recommendation BuilderSalesforce Admins
 
Trailblazer Community Group Puglia July 15th 2021
Trailblazer Community Group Puglia July 15th 2021Trailblazer Community Group Puglia July 15th 2021
Trailblazer Community Group Puglia July 15th 2021Mimma Altieri
 
2019 Dreamforce Embedded Analytics
2019 Dreamforce   Embedded Analytics2019 Dreamforce   Embedded Analytics
2019 Dreamforce Embedded Analyticsaaronwinters
 
Manage and Release Changes Easily and Collaboratively with DevOps Center - Sa...
Manage and Release Changes Easily and Collaboratively with DevOps Center - Sa...Manage and Release Changes Easily and Collaboratively with DevOps Center - Sa...
Manage and Release Changes Easily and Collaboratively with DevOps Center - Sa...Amol Dixit
 
My trailhead - salesforce user group, Frankfurt, Germany - 02.09.2021
My trailhead - salesforce user group, Frankfurt, Germany - 02.09.2021My trailhead - salesforce user group, Frankfurt, Germany - 02.09.2021
My trailhead - salesforce user group, Frankfurt, Germany - 02.09.2021Alan Thomas Payne
 
Winter 21 Developer Highlights for Salesforce
Winter 21 Developer Highlights for SalesforceWinter 21 Developer Highlights for Salesforce
Winter 21 Developer Highlights for SalesforcePeter Chittum
 

Similar to How Imprivata Combines External Data Sources for Business Insights (20)

Health Cloud: Digital Transformation Driving Speed to Value
Health Cloud: Digital Transformation Driving Speed to ValueHealth Cloud: Digital Transformation Driving Speed to Value
Health Cloud: Digital Transformation Driving Speed to Value
 
Admin Best Practices: Explore the Power of Data with Tableau
Admin Best Practices: Explore the Power of Data with TableauAdmin Best Practices: Explore the Power of Data with Tableau
Admin Best Practices: Explore the Power of Data with Tableau
 
Dreamforce 2019: "Using Quip for Better Documentation of your Salesforce Org"
Dreamforce 2019: "Using Quip for Better Documentation of your Salesforce Org"Dreamforce 2019: "Using Quip for Better Documentation of your Salesforce Org"
Dreamforce 2019: "Using Quip for Better Documentation of your Salesforce Org"
 
Dreamforce 2019 Einstein Analytics Keynote: The Intelligence imperative
Dreamforce 2019 Einstein Analytics Keynote: The Intelligence imperative  Dreamforce 2019 Einstein Analytics Keynote: The Intelligence imperative
Dreamforce 2019 Einstein Analytics Keynote: The Intelligence imperative
 
Salesforce Sydney Trailblazer User Group Global Gathering Dreamforce ‘19 High...
Salesforce Sydney Trailblazer User Group Global Gathering Dreamforce ‘19 High...Salesforce Sydney Trailblazer User Group Global Gathering Dreamforce ‘19 High...
Salesforce Sydney Trailblazer User Group Global Gathering Dreamforce ‘19 High...
 
Intro to Tableau - SL Dev Group.pdf
Intro to Tableau - SL Dev Group.pdfIntro to Tableau - SL Dev Group.pdf
Intro to Tableau - SL Dev Group.pdf
 
tdx20cosenhancingyourcrmwitheinsteinai1592951856546.pdf
tdx20cosenhancingyourcrmwitheinsteinai1592951856546.pdftdx20cosenhancingyourcrmwitheinsteinai1592951856546.pdf
tdx20cosenhancingyourcrmwitheinsteinai1592951856546.pdf
 
Save Millions of Clicks! Easily migrate complex schemas from SQL to Salesforce.
Save Millions of Clicks!  Easily migrate complex schemas from SQL to Salesforce.Save Millions of Clicks!  Easily migrate complex schemas from SQL to Salesforce.
Save Millions of Clicks! Easily migrate complex schemas from SQL to Salesforce.
 
WT19: 5 Game-Changing Flow Solutions to Level Up Your Org
WT19: 5 Game-Changing Flow Solutions to Level Up Your OrgWT19: 5 Game-Changing Flow Solutions to Level Up Your Org
WT19: 5 Game-Changing Flow Solutions to Level Up Your Org
 
Delivering powerful integrations without code using out-of-the-box Salesforce...
Delivering powerful integrations without code using out-of-the-box Salesforce...Delivering powerful integrations without code using out-of-the-box Salesforce...
Delivering powerful integrations without code using out-of-the-box Salesforce...
 
WT19: Metadata Magic: Maintain Code, Without the Code!
WT19: Metadata Magic: Maintain Code, Without the Code!WT19: Metadata Magic: Maintain Code, Without the Code!
WT19: Metadata Magic: Maintain Code, Without the Code!
 
Stamford developer group Experience Cloud
Stamford developer group   Experience CloudStamford developer group   Experience Cloud
Stamford developer group Experience Cloud
 
Stamford developer group Omni channel
Stamford developer group Omni channelStamford developer group Omni channel
Stamford developer group Omni channel
 
Admin Best Practices: 3 Steps to Seamless Deployments
Admin Best Practices: 3 Steps to Seamless DeploymentsAdmin Best Practices: 3 Steps to Seamless Deployments
Admin Best Practices: 3 Steps to Seamless Deployments
 
Admin Best Practices: Introducing Einstein Recommendation Builder
Admin Best Practices: Introducing Einstein Recommendation BuilderAdmin Best Practices: Introducing Einstein Recommendation Builder
Admin Best Practices: Introducing Einstein Recommendation Builder
 
Trailblazer Community Group Puglia July 15th 2021
Trailblazer Community Group Puglia July 15th 2021Trailblazer Community Group Puglia July 15th 2021
Trailblazer Community Group Puglia July 15th 2021
 
2019 Dreamforce Embedded Analytics
2019 Dreamforce   Embedded Analytics2019 Dreamforce   Embedded Analytics
2019 Dreamforce Embedded Analytics
 
Manage and Release Changes Easily and Collaboratively with DevOps Center - Sa...
Manage and Release Changes Easily and Collaboratively with DevOps Center - Sa...Manage and Release Changes Easily and Collaboratively with DevOps Center - Sa...
Manage and Release Changes Easily and Collaboratively with DevOps Center - Sa...
 
My trailhead - salesforce user group, Frankfurt, Germany - 02.09.2021
My trailhead - salesforce user group, Frankfurt, Germany - 02.09.2021My trailhead - salesforce user group, Frankfurt, Germany - 02.09.2021
My trailhead - salesforce user group, Frankfurt, Germany - 02.09.2021
 
Winter 21 Developer Highlights for Salesforce
Winter 21 Developer Highlights for SalesforceWinter 21 Developer Highlights for Salesforce
Winter 21 Developer Highlights for Salesforce
 

More from Pat Patterson

DevOps from the Provider Perspective
DevOps from the Provider PerspectiveDevOps from the Provider Perspective
DevOps from the Provider PerspectivePat Patterson
 
Data Integration with Apache Kafka: What, Why, How
Data Integration with Apache Kafka: What, Why, HowData Integration with Apache Kafka: What, Why, How
Data Integration with Apache Kafka: What, Why, HowPat Patterson
 
Project Ouroboros: Using StreamSets Data Collector to Help Manage the StreamS...
Project Ouroboros: Using StreamSets Data Collector to Help Manage the StreamS...Project Ouroboros: Using StreamSets Data Collector to Help Manage the StreamS...
Project Ouroboros: Using StreamSets Data Collector to Help Manage the StreamS...Pat Patterson
 
Dealing with Drift: Building an Enterprise Data Lake
Dealing with Drift: Building an Enterprise Data LakeDealing with Drift: Building an Enterprise Data Lake
Dealing with Drift: Building an Enterprise Data LakePat Patterson
 
Integrating with Einstein Analytics
Integrating with Einstein AnalyticsIntegrating with Einstein Analytics
Integrating with Einstein AnalyticsPat Patterson
 
Efficient Schemas in Motion with Kafka and Schema Registry
Efficient Schemas in Motion with Kafka and Schema RegistryEfficient Schemas in Motion with Kafka and Schema Registry
Efficient Schemas in Motion with Kafka and Schema RegistryPat Patterson
 
Dealing With Drift - Building an Enterprise Data Lake
Dealing With Drift - Building an Enterprise Data LakeDealing With Drift - Building an Enterprise Data Lake
Dealing With Drift - Building an Enterprise Data LakePat Patterson
 
Building Data Pipelines with Spark and StreamSets
Building Data Pipelines with Spark and StreamSetsBuilding Data Pipelines with Spark and StreamSets
Building Data Pipelines with Spark and StreamSetsPat Patterson
 
Adaptive Data Cleansing with StreamSets and Cassandra
Adaptive Data Cleansing with StreamSets and CassandraAdaptive Data Cleansing with StreamSets and Cassandra
Adaptive Data Cleansing with StreamSets and CassandraPat Patterson
 
Building Custom Big Data Integrations
Building Custom Big Data IntegrationsBuilding Custom Big Data Integrations
Building Custom Big Data IntegrationsPat Patterson
 
Ingest and Stream Processing - What will you choose?
Ingest and Stream Processing - What will you choose?Ingest and Stream Processing - What will you choose?
Ingest and Stream Processing - What will you choose?Pat Patterson
 
Open Source Big Data Ingestion - Without the Heartburn!
Open Source Big Data Ingestion - Without the Heartburn!Open Source Big Data Ingestion - Without the Heartburn!
Open Source Big Data Ingestion - Without the Heartburn!Pat Patterson
 
Ingest and Stream Processing - What will you choose?
Ingest and Stream Processing - What will you choose?Ingest and Stream Processing - What will you choose?
Ingest and Stream Processing - What will you choose?Pat Patterson
 
All Aboard the Boxcar! Going Beyond the Basics of REST
All Aboard the Boxcar! Going Beyond the Basics of RESTAll Aboard the Boxcar! Going Beyond the Basics of REST
All Aboard the Boxcar! Going Beyond the Basics of RESTPat Patterson
 
Provisioning IDaaS - Using SCIM to Enable Cloud Identity
Provisioning IDaaS - Using SCIM to Enable Cloud IdentityProvisioning IDaaS - Using SCIM to Enable Cloud Identity
Provisioning IDaaS - Using SCIM to Enable Cloud IdentityPat Patterson
 
OData: Universal Data Solvent or Clunky Enterprise Goo? (GlueCon 2015)
OData: Universal Data Solvent or Clunky Enterprise Goo? (GlueCon 2015)OData: Universal Data Solvent or Clunky Enterprise Goo? (GlueCon 2015)
OData: Universal Data Solvent or Clunky Enterprise Goo? (GlueCon 2015)Pat Patterson
 
Enterprise IoT: Data in Context
Enterprise IoT: Data in ContextEnterprise IoT: Data in Context
Enterprise IoT: Data in ContextPat Patterson
 
OData: A Standard API for Data Access
OData: A Standard API for Data AccessOData: A Standard API for Data Access
OData: A Standard API for Data AccessPat Patterson
 
API-Driven Relationships: Building The Trans-Internet Express of the Future
API-Driven Relationships: Building The Trans-Internet Express of the FutureAPI-Driven Relationships: Building The Trans-Internet Express of the Future
API-Driven Relationships: Building The Trans-Internet Express of the FuturePat Patterson
 
Using Salesforce to Manage Your Developer Community
Using Salesforce to Manage Your Developer CommunityUsing Salesforce to Manage Your Developer Community
Using Salesforce to Manage Your Developer CommunityPat Patterson
 

More from Pat Patterson (20)

DevOps from the Provider Perspective
DevOps from the Provider PerspectiveDevOps from the Provider Perspective
DevOps from the Provider Perspective
 
Data Integration with Apache Kafka: What, Why, How
Data Integration with Apache Kafka: What, Why, HowData Integration with Apache Kafka: What, Why, How
Data Integration with Apache Kafka: What, Why, How
 
Project Ouroboros: Using StreamSets Data Collector to Help Manage the StreamS...
Project Ouroboros: Using StreamSets Data Collector to Help Manage the StreamS...Project Ouroboros: Using StreamSets Data Collector to Help Manage the StreamS...
Project Ouroboros: Using StreamSets Data Collector to Help Manage the StreamS...
 
Dealing with Drift: Building an Enterprise Data Lake
Dealing with Drift: Building an Enterprise Data LakeDealing with Drift: Building an Enterprise Data Lake
Dealing with Drift: Building an Enterprise Data Lake
 
Integrating with Einstein Analytics
Integrating with Einstein AnalyticsIntegrating with Einstein Analytics
Integrating with Einstein Analytics
 
Efficient Schemas in Motion with Kafka and Schema Registry
Efficient Schemas in Motion with Kafka and Schema RegistryEfficient Schemas in Motion with Kafka and Schema Registry
Efficient Schemas in Motion with Kafka and Schema Registry
 
Dealing With Drift - Building an Enterprise Data Lake
Dealing With Drift - Building an Enterprise Data LakeDealing With Drift - Building an Enterprise Data Lake
Dealing With Drift - Building an Enterprise Data Lake
 
Building Data Pipelines with Spark and StreamSets
Building Data Pipelines with Spark and StreamSetsBuilding Data Pipelines with Spark and StreamSets
Building Data Pipelines with Spark and StreamSets
 
Adaptive Data Cleansing with StreamSets and Cassandra
Adaptive Data Cleansing with StreamSets and CassandraAdaptive Data Cleansing with StreamSets and Cassandra
Adaptive Data Cleansing with StreamSets and Cassandra
 
Building Custom Big Data Integrations
Building Custom Big Data IntegrationsBuilding Custom Big Data Integrations
Building Custom Big Data Integrations
 
Ingest and Stream Processing - What will you choose?
Ingest and Stream Processing - What will you choose?Ingest and Stream Processing - What will you choose?
Ingest and Stream Processing - What will you choose?
 
Open Source Big Data Ingestion - Without the Heartburn!
Open Source Big Data Ingestion - Without the Heartburn!Open Source Big Data Ingestion - Without the Heartburn!
Open Source Big Data Ingestion - Without the Heartburn!
 
Ingest and Stream Processing - What will you choose?
Ingest and Stream Processing - What will you choose?Ingest and Stream Processing - What will you choose?
Ingest and Stream Processing - What will you choose?
 
All Aboard the Boxcar! Going Beyond the Basics of REST
All Aboard the Boxcar! Going Beyond the Basics of RESTAll Aboard the Boxcar! Going Beyond the Basics of REST
All Aboard the Boxcar! Going Beyond the Basics of REST
 
Provisioning IDaaS - Using SCIM to Enable Cloud Identity
Provisioning IDaaS - Using SCIM to Enable Cloud IdentityProvisioning IDaaS - Using SCIM to Enable Cloud Identity
Provisioning IDaaS - Using SCIM to Enable Cloud Identity
 
OData: Universal Data Solvent or Clunky Enterprise Goo? (GlueCon 2015)
OData: Universal Data Solvent or Clunky Enterprise Goo? (GlueCon 2015)OData: Universal Data Solvent or Clunky Enterprise Goo? (GlueCon 2015)
OData: Universal Data Solvent or Clunky Enterprise Goo? (GlueCon 2015)
 
Enterprise IoT: Data in Context
Enterprise IoT: Data in ContextEnterprise IoT: Data in Context
Enterprise IoT: Data in Context
 
OData: A Standard API for Data Access
OData: A Standard API for Data AccessOData: A Standard API for Data Access
OData: A Standard API for Data Access
 
API-Driven Relationships: Building The Trans-Internet Express of the Future
API-Driven Relationships: Building The Trans-Internet Express of the FutureAPI-Driven Relationships: Building The Trans-Internet Express of the Future
API-Driven Relationships: Building The Trans-Internet Express of the Future
 
Using Salesforce to Manage Your Developer Community
Using Salesforce to Manage Your Developer CommunityUsing Salesforce to Manage Your Developer Community
Using Salesforce to Manage Your Developer Community
 

Recently uploaded

Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...
Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...
Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...Steffen Staab
 
AI & Machine Learning Presentation Template
AI & Machine Learning Presentation TemplateAI & Machine Learning Presentation Template
AI & Machine Learning Presentation TemplatePresentation.STUDIO
 
Payment Gateway Testing Simplified_ A Step-by-Step Guide for Beginners.pdf
Payment Gateway Testing Simplified_ A Step-by-Step Guide for Beginners.pdfPayment Gateway Testing Simplified_ A Step-by-Step Guide for Beginners.pdf
Payment Gateway Testing Simplified_ A Step-by-Step Guide for Beginners.pdfkalichargn70th171
 
Software Quality Assurance Interview Questions
Software Quality Assurance Interview QuestionsSoftware Quality Assurance Interview Questions
Software Quality Assurance Interview QuestionsArshad QA
 
AI Mastery 201: Elevating Your Workflow with Advanced LLM Techniques
AI Mastery 201: Elevating Your Workflow with Advanced LLM TechniquesAI Mastery 201: Elevating Your Workflow with Advanced LLM Techniques
AI Mastery 201: Elevating Your Workflow with Advanced LLM TechniquesVictorSzoltysek
 
Direct Style Effect Systems - The Print[A] Example - A Comprehension Aid
Direct Style Effect Systems -The Print[A] Example- A Comprehension AidDirect Style Effect Systems -The Print[A] Example- A Comprehension Aid
Direct Style Effect Systems - The Print[A] Example - A Comprehension AidPhilip Schwarz
 
%+27788225528 love spells in Atlanta Psychic Readings, Attraction spells,Brin...
%+27788225528 love spells in Atlanta Psychic Readings, Attraction spells,Brin...%+27788225528 love spells in Atlanta Psychic Readings, Attraction spells,Brin...
%+27788225528 love spells in Atlanta Psychic Readings, Attraction spells,Brin...masabamasaba
 
The title is not connected to what is inside
The title is not connected to what is insideThe title is not connected to what is inside
The title is not connected to what is insideshinachiaurasa2
 
%in Bahrain+277-882-255-28 abortion pills for sale in Bahrain
%in Bahrain+277-882-255-28 abortion pills for sale in Bahrain%in Bahrain+277-882-255-28 abortion pills for sale in Bahrain
%in Bahrain+277-882-255-28 abortion pills for sale in Bahrainmasabamasaba
 
%in Stilfontein+277-882-255-28 abortion pills for sale in Stilfontein
%in Stilfontein+277-882-255-28 abortion pills for sale in Stilfontein%in Stilfontein+277-882-255-28 abortion pills for sale in Stilfontein
%in Stilfontein+277-882-255-28 abortion pills for sale in Stilfonteinmasabamasaba
 
%in Hazyview+277-882-255-28 abortion pills for sale in Hazyview
%in Hazyview+277-882-255-28 abortion pills for sale in Hazyview%in Hazyview+277-882-255-28 abortion pills for sale in Hazyview
%in Hazyview+277-882-255-28 abortion pills for sale in Hazyviewmasabamasaba
 
%+27788225528 love spells in Boston Psychic Readings, Attraction spells,Bring...
%+27788225528 love spells in Boston Psychic Readings, Attraction spells,Bring...%+27788225528 love spells in Boston Psychic Readings, Attraction spells,Bring...
%+27788225528 love spells in Boston Psychic Readings, Attraction spells,Bring...masabamasaba
 
VTU technical seminar 8Th Sem on Scikit-learn
VTU technical seminar 8Th Sem on Scikit-learnVTU technical seminar 8Th Sem on Scikit-learn
VTU technical seminar 8Th Sem on Scikit-learnAmarnathKambale
 
%in kempton park+277-882-255-28 abortion pills for sale in kempton park
%in kempton park+277-882-255-28 abortion pills for sale in kempton park %in kempton park+277-882-255-28 abortion pills for sale in kempton park
%in kempton park+277-882-255-28 abortion pills for sale in kempton park masabamasaba
 
10 Trends Likely to Shape Enterprise Technology in 2024
10 Trends Likely to Shape Enterprise Technology in 202410 Trends Likely to Shape Enterprise Technology in 2024
10 Trends Likely to Shape Enterprise Technology in 2024Mind IT Systems
 
%in ivory park+277-882-255-28 abortion pills for sale in ivory park
%in ivory park+277-882-255-28 abortion pills for sale in ivory park %in ivory park+277-882-255-28 abortion pills for sale in ivory park
%in ivory park+277-882-255-28 abortion pills for sale in ivory park masabamasaba
 
8257 interfacing 2 in microprocessor for btech students
8257 interfacing 2 in microprocessor for btech students8257 interfacing 2 in microprocessor for btech students
8257 interfacing 2 in microprocessor for btech studentsHimanshiGarg82
 
%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...
%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...
%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...masabamasaba
 

Recently uploaded (20)

Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...
Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...
Shapes for Sharing between Graph Data Spaces - and Epistemic Querying of RDF-...
 
AI & Machine Learning Presentation Template
AI & Machine Learning Presentation TemplateAI & Machine Learning Presentation Template
AI & Machine Learning Presentation Template
 
Payment Gateway Testing Simplified_ A Step-by-Step Guide for Beginners.pdf
Payment Gateway Testing Simplified_ A Step-by-Step Guide for Beginners.pdfPayment Gateway Testing Simplified_ A Step-by-Step Guide for Beginners.pdf
Payment Gateway Testing Simplified_ A Step-by-Step Guide for Beginners.pdf
 
Software Quality Assurance Interview Questions
Software Quality Assurance Interview QuestionsSoftware Quality Assurance Interview Questions
Software Quality Assurance Interview Questions
 
AI Mastery 201: Elevating Your Workflow with Advanced LLM Techniques
AI Mastery 201: Elevating Your Workflow with Advanced LLM TechniquesAI Mastery 201: Elevating Your Workflow with Advanced LLM Techniques
AI Mastery 201: Elevating Your Workflow with Advanced LLM Techniques
 
CHEAP Call Girls in Pushp Vihar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Pushp Vihar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICECHEAP Call Girls in Pushp Vihar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Pushp Vihar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
 
Direct Style Effect Systems - The Print[A] Example - A Comprehension Aid
Direct Style Effect Systems -The Print[A] Example- A Comprehension AidDirect Style Effect Systems -The Print[A] Example- A Comprehension Aid
Direct Style Effect Systems - The Print[A] Example - A Comprehension Aid
 
%+27788225528 love spells in Atlanta Psychic Readings, Attraction spells,Brin...
%+27788225528 love spells in Atlanta Psychic Readings, Attraction spells,Brin...%+27788225528 love spells in Atlanta Psychic Readings, Attraction spells,Brin...
%+27788225528 love spells in Atlanta Psychic Readings, Attraction spells,Brin...
 
The title is not connected to what is inside
The title is not connected to what is insideThe title is not connected to what is inside
The title is not connected to what is inside
 
%in Bahrain+277-882-255-28 abortion pills for sale in Bahrain
%in Bahrain+277-882-255-28 abortion pills for sale in Bahrain%in Bahrain+277-882-255-28 abortion pills for sale in Bahrain
%in Bahrain+277-882-255-28 abortion pills for sale in Bahrain
 
Microsoft AI Transformation Partner Playbook.pdf
Microsoft AI Transformation Partner Playbook.pdfMicrosoft AI Transformation Partner Playbook.pdf
Microsoft AI Transformation Partner Playbook.pdf
 
%in Stilfontein+277-882-255-28 abortion pills for sale in Stilfontein
%in Stilfontein+277-882-255-28 abortion pills for sale in Stilfontein%in Stilfontein+277-882-255-28 abortion pills for sale in Stilfontein
%in Stilfontein+277-882-255-28 abortion pills for sale in Stilfontein
 
%in Hazyview+277-882-255-28 abortion pills for sale in Hazyview
%in Hazyview+277-882-255-28 abortion pills for sale in Hazyview%in Hazyview+277-882-255-28 abortion pills for sale in Hazyview
%in Hazyview+277-882-255-28 abortion pills for sale in Hazyview
 
%+27788225528 love spells in Boston Psychic Readings, Attraction spells,Bring...
%+27788225528 love spells in Boston Psychic Readings, Attraction spells,Bring...%+27788225528 love spells in Boston Psychic Readings, Attraction spells,Bring...
%+27788225528 love spells in Boston Psychic Readings, Attraction spells,Bring...
 
VTU technical seminar 8Th Sem on Scikit-learn
VTU technical seminar 8Th Sem on Scikit-learnVTU technical seminar 8Th Sem on Scikit-learn
VTU technical seminar 8Th Sem on Scikit-learn
 
%in kempton park+277-882-255-28 abortion pills for sale in kempton park
%in kempton park+277-882-255-28 abortion pills for sale in kempton park %in kempton park+277-882-255-28 abortion pills for sale in kempton park
%in kempton park+277-882-255-28 abortion pills for sale in kempton park
 
10 Trends Likely to Shape Enterprise Technology in 2024
10 Trends Likely to Shape Enterprise Technology in 202410 Trends Likely to Shape Enterprise Technology in 2024
10 Trends Likely to Shape Enterprise Technology in 2024
 
%in ivory park+277-882-255-28 abortion pills for sale in ivory park
%in ivory park+277-882-255-28 abortion pills for sale in ivory park %in ivory park+277-882-255-28 abortion pills for sale in ivory park
%in ivory park+277-882-255-28 abortion pills for sale in ivory park
 
8257 interfacing 2 in microprocessor for btech students
8257 interfacing 2 in microprocessor for btech students8257 interfacing 2 in microprocessor for btech students
8257 interfacing 2 in microprocessor for btech students
 
%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...
%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...
%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...
 

How Imprivata Combines External Data Sources for Business Insights

  • 1. How Imprivata Combines External Data Sources for Business Insights Sr. Manager, Business Applications & Sales Operations Imprivata Chris Rustici Director of Customer Engagement StreamSets Cloud Pat Patterson
  • 2. Chris Rustici Sr. Manager, Business Applications & Sales Operations CRustici@imprivata.com @ChrisRustici
  • 3. Pat Patterson Director of Customer Engagement, StreamSets Cloud pat@streamsets.com @metadaddy
  • 4. Forward Looking Statement Statement under the Private Securities Litigation Reform Act of 1995: This presentation contains forward-looking statements about the company’s financial and operating results, which may include expected GAAP and non-GAAP financial and other operating and non-operating results, including revenue, net income, diluted earnings per share, operating cash flow growth, operating margin improvement, expected revenue growth, expected current remaining performance obligation growth, expected tax rates, the one-time accounting non-cash charge that was incurred in connection with the Salesforce.org combination; stock-based compensation expenses, amortization of purchased intangibles, shares outstanding, market growth and sustainability goals. The achievement or success of the matters covered by such forward-looking statements involves risks, uncertainties and assumptions. If any such risks or uncertainties materialize or if any of the assumptions prove incorrect, the company’s results could differ materially from the results expressed or implied by the forward-looking statements we make. The risks and uncertainties referred to above include -- but are not limited to -- risks associated with the effect of general economic and market conditions; the impact of geopolitical events; the impact of foreign currency exchange rate and interest rate fluctuations on our results; our business strategy and our plan to build our business, including our strategy to be the leading provider of enterprise cloud computing applications and platforms; the pace of change and innovation in enterprise cloud computing services; the seasonal nature of our sales cycles; the competitive nature of the market in which we participate; our international expansion strategy; the demands on our personnel and infrastructure resulting from significant growth in our customer base and operations, including as a result of acquisitions; our service performance and security, including the resources and costs required to avoid unanticipated downtime and prevent, detect and remediate potential security breaches; the expenses associated with new data centers and third-party infrastructure providers; additional data center capacity; real estate and office facilities space; our operating results and cash flows; new services and product features, including any efforts to expand our services beyond the CRM market; our strategy of acquiring or making investments in complementary businesses, joint ventures, services, technologies and intellectual property rights; the performance and fair value of our investments in complementary businesses through our strategic investment portfolio; our ability to realize the benefits from strategic partnerships, joint ventures and investments; the impact of future gains or losses from our strategic investment portfolio, including gains or losses from overall market conditions that may affect the publicly traded companies within the company's strategic investment portfolio; our ability to execute our business plans; our ability to successfully integrate acquired businesses and technologies, including delays related to the integration of Tableau due to regulatory review by the United Kingdom Competition and Markets Authority; our ability to continue to grow unearned revenue and remaining performance obligation; our ability to protect our intellectual property rights; our ability to develop our brands; our reliance on third-party hardware, software and platform providers; our dependency on the development and maintenance of the infrastructure of the Internet; the effect of evolving domestic and foreign government regulations, including those related to the provision of services on the Internet, those related to accessing the Internet, and those addressing data privacy, cross-border data transfers and import and export controls; the valuation of our deferred tax assets and the release of related valuation allowances; the potential availability of additional tax assets in the future; the impact of new accounting pronouncements and tax laws; uncertainties affecting our ability to estimate our tax rate; the impact of expensing stock options and other equity awards; the sufficiency of our capital resources; factors related to our outstanding debt, revolving credit facility, term loan and loan associated with 50 Fremont; compliance with our debt covenants and lease obligations; current and potential litigation involving us; and the impact of climate change. Further information on these and other factors that could affect the company’s financial results is included in the reports on Forms 10-K, 10-Q and 8-K and in other filings it makes with the Securities and Exchange Commission from time to time. These documents are available on the SEC Filings section of the Investor Information section of the company’s website at www.salesforce.com/investor. Salesforce.com, inc. assumes no obligation and does not intend to update these forward-looking statements, except as required by law.
  • 5. Providing healthcare organizations globally with a security and identity platform that delivers ubiquitous access, positive identity management, and multifactor authentication. 2,000+ Customers with offices in Boston, London and Australia supporting 450+ employees Sales Cloud Service Cloud Salesforce CPQ Einstein Analytics The IT Security Company That Healthcare Trusts Imprivata
  • 6. Operationalizing Data Flows: Go Fast and Innovate StreamSets History of InnovationLeadership team Ecosystem Customers 120 Companies 10 Fortune 100 companies N. America, Europe, ANZ Open Source Usage 3000+ companies 40% of Global 500 100+ countries Recognition
  • 7. Goal • Allow Imprivata to make data-driven decisions across multiple systems in a single Analytics solution Business needs • Anytime, anywhere access to data from multiple systems • Single source of truth for financial and operational reporting • A team to create and maintain an Analytics library Technical challenges • Several reporting tools used internally • No centralized data repository • No data streaming connection between internal systems The Problem - Scattered Data
  • 12. Join Salesforce and Netsuite Data in PostgreSQL StreamSets Control Hub Topology
  • 13. Monitor Data Flow StreamSets Control Hub - Data in Motion
  • 14. SOQL Query Retrieves All Data Ingest Salesforce Opportunities into PostgreSQL
  • 15. Overwrite Dataset Ingest Joined Data into Einstein Analytics
  • 16. • Collaborative design • Automated deployment • Architecture-wide visibility and control StreamSets Control Hub: Design and Deploy at Scale
  • 17. • Adaptable flows • In-stream sanitization • In-stream metrics • Continuous execution • Open Source StreamSets Data Collector: Operationalized Ingest
  • 18. The Power of the Salesforce APIs, the Simplicity of Drag and Drop StreamSets Salesforce Integrations Salesforce Origin • Read from SObjects • SOAP/Bulk API for existing data • Streaming API/Change Data Capture for changes Salesforce Lookup • Lookup value(s) based on key Salesforce Destination • Write to SObjects • Create/Update/Delete records Einstein Analytics Destination • Write to Datasets • Append/Delete/Overwrite/Upsert
  • 19. Speed, SaaS and simplicity without limitations StreamSets Cloud • Fastest, easiest way to ingest data into SaaS data stores such as Snowflake, Azure Data Warehouse, Salesforce and, from early 2020, Einstein Analytics • Try it now at streamsets.cloud
  • 21. Anytime, anywhere access to data One stop Analytics shop Better user experience Data governance “Single source of truth” Wrapping Up

Editor's Notes

  1. Voice of God Intro
  2. StreamSets Control Hub  StreamSets Control Hub™ offers a hosted environment for collaborative design and deployment of dataflows, which are then executed by Data Collectors. It includes a pipeline repository for easy dataflow re-use and tight control over the production process. It displays a live data map with end-to-end metrics.  It can automatically scale dataflows on-premise or in the cloud. Value Hosted environment for collaborative design Cloud-native environment for design, deployment, monitoring and maintenance of data movement architectures. Easy dataflow re-use and tight control over the production topologies automatically scale dataflows on-premise or in the cloud Capabilities Test pipelines wherever execution happens—on cloud, on edge or on prem. Controlled publish and version management, including rollback. Automated deployment and provisioning. Metadata collection and visibility across the architecture. Get real-time metrics for throughput, latency and error rates.
  3. StreamSets Data Collector StreamSets Data Collector™ - the platform’s open source execution engine, moves data between any source and destination, performing transformations and push down analytics along the way.   Value Build production data pipelines in minutes without hand coding. Efficiently build, test, run and maintain dataflow pipelines Connect to a variety of batch and streaming data sources and compute platforms Capabilities Leverage dozens of built-in processors or design your own. Trigger custom code when needed. Identify and handle personal data (PII) as it arrives. Minimal schema specification  Smart sensors detect and correct data drift detection automatically.