SlideShare una empresa de Scribd logo
1 de 25
© 2020 Allscripts Healthcare, LLC and/or its affiliates.
Allscripts
IT Monitoring
Solution
How Allscripts Uses InfluxDB to
Monitor its Healthcare IT Platform
© 2020 Allscripts Healthcare, LLC and/or its affiliates. 2
• Introduction
• Allscripts company overview
• The Problem
• Solution Requirements and Overview
• Outcomes and Future Projects
• Q&A
Agenda
© 2020 Allscripts Healthcare, LLC and/or its affiliates. 3
Introduction
© 2020 Allscripts Healthcare, LLC and/or its affiliates. 4
Allscripts Company
Overview
5
Global Healthcare Crisis
How we
Interact
COVID-19
Protection
Working
Location
Social distancing
Personal Protection
Equipment (PPE)
Stay at (work from)
home
Challenges we see in
healthcare are
unprecedented
© 2020 Allscripts Healthcare, LLC and/or its affiliates. 6
Together, we can connect medicine
We can change what’s possible
Strengthen
Your Foundation
Drive quality care with
essential solutions
Engage
Your Patients
Coordinate care and help
patients take charge of their
health
Connect
Your Community
Deliver data and insights to
where they are needed most
Build
Your Future
Ensure organizational agility
and capacity to thrive
© 2020 Allscripts Healthcare, LLC and/or its affiliates. 7
Helping you deliver
smarter care
• Industry-leading Specialty Content
• Actionable Insights at Point of Care
• Intuitive Workflows for Ease of Use
• Care Coordination Across the Continuum
© 2020 Allscripts Healthcare, LLC and/or its affiliates. 8
We’re recognized by the industry
• 2017: Mindshare Population
Health Management
• 2016-2017: Mindshare Leader
in Revenue Cycle Management
• 2016–2017: Mindshare Leader
in Patient Engagement
• 2018: #1 Population Health
Management Market Leader
• 2020: Best in KLAS Global
(non-US) Acute Care EMR –
Canada
• 2018 – 2019: Best in KLAS
Anesthesia—iProcedures
2017 Highest in usability in
small practice ambulatory
EHR|PM
• 2016: Highest in usability in
Population Health Management
Report—Population Health UX
• 2015–2016, 2013: Lab Best in
KLAS
• 2020: #1 Critical access, specialty
hospitals, and integrated
community health systems
• 2020: #1 EHR-Based Analytics
& Support
• 2020: #1 Ambulatory EHR for
Government Providers
• 2020 Black Book #1 Practice
Management solution (10-49
physicians)
• 2019: #1 Healthcare IT vendor in
UK, Canada, Australia, and New
Zealand
• 2019: #1 Ambulatory EHR for
Multispecialty clinics
• 2017-2020: #1 Inpatient Hospital
EHR for Community Hospitals 101-
250 beds
• 2014-2017, 2019: #1 Large
Inpatient Hospital 250+
• 2014-2020: #1 Ambulatory EHR
26-99
• 2018-2019: #1 Rehabilitation
Hospitals
• 2018: #1 Hospital Chains, IDNs and
Networks for Integrated EHR,
Interoperability, PHM & RCM
Solutions
• 2019, 2017: Microsoft Health
Partner of the Year
• 2015: Microsoft CXO Next
Innovation Award
• 2015: Microsoft Health User
Group Innovation Award
• 2020: US Healthcare
Interoperability EMR Market
Leader
• 2019: Best Practices Award—US
Population Health Management
Product Leadership Award
• 2019, 2017: Best Practices
Award—US Ambulatory Revenue
Cycle Management Product
Leadership Award
• 2018: Becker’s Hospital Review
Top Places to Work in
Healthcare
© 2020 Allscripts Healthcare, LLC and/or its affiliates. 9
© 2020 Allscripts Healthcare, LLC and/or its affiliates. 10
The Problem
Various Cloud Solutions
3rd Party Solutions
Self-Hosted
Solutions
Multiple Allscripts
Datacenters
Various Monitoring Solutions
3rd Party Datacenters
Different VisualizationsDifferent Alerting Methods
Support
Operations and Development
Management
© 2020 Allscripts Healthcare, LLC and/or its affiliates. 11
Unified platform to monitor any system,
Allscripts solutions, and allow custom
development
Key Solution Requirements
Flexible
Economical
Adaptable
Scalable
Replace costly commercial tools and
leverage solution to monetize new
service offerings
Monitor any environment – Hosted, Self-
hosted, 3rd Party, Cloud, Hybrid and rapidly
changing technologies
Extreme scalability and implement
quickly through orchestration
© 2020 Allscripts Healthcare, LLC and/or its affiliates. 12
No downtime required to implement
meeting the demand of highly available
healthcare systems
Additional Solution Requirements
Zero
Downtime
Security
Modular
Reporting
Meet Customer, Allscripts, HIT, and in
some cases government/regional
security requirements
Swap out modules without affecting the entire
monitoring solution
Centralized, accessible, robust
reporting and dashboards
© 2020 Allscripts Healthcare, LLC and/or its affiliates.
Solution Overview
© 2020 Allscripts Healthcare, LLC and/or its affiliates. 14
Solution Overview
Three Primary Components
 Configuration Management
 Log Analytics
 Telemetry/Metrics Analytics
In Scope:
 Operating System: primarily Windows Server; some Linux
 Application: Middleware (IIS, SQL Server, etc.) and Business services
Out of Scope:
 Infrastructure (e.g. Storage, Network, & Virtualization layers)
 APM / Distributed Tracing (for now)
Composed of open-source (enterprise backed) pluggable, modular, event driven
frameworks
Stretch goal: provide a framework for automation/orchestration of product installation/upgrade/troubleshooting activity, in
addition to monitoring
© 2020 Allscripts Healthcare, LLC and/or its affiliates. 15
Telemetry
Vs. Existing Proprietary Tools
 Operational and Cost complexity
Vs. TimeScaleDB
 Product Maturity
 Data Model Flexibility: TagSet vs Relational Schema
 TimeScaleDB lacks alerting
Vs. Prometheus
 Push vs Scraping
 Horizontal Scalability
Why InfluxData?
© 2020 Allscripts Healthcare, LLC and/or its affiliates. 16
Configuration Management & Log Analytics
SaltStack: Configuration Management
Vs. Ansible, Chef, Puppet, and Azure Automation
 Push vs Pull
 Conflicting/Multi-Homing agents
 Salt's event driven architecture and modularity fit well with project requirements
 Python vs Ruby
ElasticSearch: Log Analytics
Vs. GreyLog, Splunk, and Azure Log Analytics
 Cost, Complexity; Keep it simple
© 2020 Allscripts Healthcare, LLC and/or its affiliates. 17
Visualization & Alerting
Visualization:
Grafana - Single pane of glass
Alerting
Telemetry: Kapacitor
Logs: ElasticSearch Alerting vs Open Distro (work in progress)
© 2020 Allscripts Healthcare, LLC and/or its affiliates. 18
Architecture: Data Collection
* Light outlined arrows are network connections
* Dark solid arrows are data flow
© 2020 Allscripts Healthcare, LLC and/or its affiliates. 19
Architecture: Data Visualization
* Light outlined arrows are network connections
* Dark solid arrows are data flow
© 2020 Allscripts Healthcare, LLC and/or its affiliates.
Outcomes and
Future Projects
© 2020 Allscripts Healthcare, LLC and/or its affiliates. 21
Outcomes:
• Fast delivery – thousands of agents deployed in
minutes, not manually over days or weeks
• Smaller footprint to manage, maintain and
secure; reducing operational costs and security
risks
• New service revenue opportunities – solution
allows us to deploy monitoring in areas not
feasible in the past due to costs
• Improved support and service delivery -
centralized dashboards accessible directly
from ITSM solution
Learning Experiences:
• Tuning InfluxDB Disk IO performance
• Saturating network PAT & bandwidth
• Saturating Telegraf Relay request volume
• Input-specific jitter for Telegraf plugins
(#3634)
• Tuning batch size, metric buffers, and flush
intervals
• TLS client certificate monitoring (#7754)
• Fixed in a day! Thanks @danielnelson!
Outcomes
© 2020 Allscripts Healthcare, LLC and/or its affiliates. 22
• Consolidate custom developed monitoring tools using Influxdata and other
solutions – Shim Plugin for custom SQL Queries
• Resolve challenges with Telegraf relays in multi-datacenter configuration
• Consolidate commercial monitoring tools and footprint – line of sight to
drastic cost reduction in 2021
• Leverage the solution to “monitor the monitoring systems”
• InfluxDB 2.0/Flux
Future Projects
23
Questions?
facebook.com/allscripts
allscripts.com
@allscripts
linkedin.com/company/allscripts
We look forward to bringing together our
community of developers to learn, interact
and share tips and use cases.
www.influxdays.com/virtual-experience-2020/
November 10 – 11, 2020
Virtual Experience

Más contenido relacionado

La actualidad más candente

Monitor Kubernetes in Rancher using InfluxData
Monitor Kubernetes in Rancher using InfluxDataMonitor Kubernetes in Rancher using InfluxData
Monitor Kubernetes in Rancher using InfluxDataInfluxData
 
InfluxDB Enterprise Architectural Patterns | Craig Hobbs | InfluxData
InfluxDB Enterprise Architectural Patterns | Craig Hobbs | InfluxDataInfluxDB Enterprise Architectural Patterns | Craig Hobbs | InfluxData
InfluxDB Enterprise Architectural Patterns | Craig Hobbs | InfluxDataInfluxData
 
Tanny Ng, Nadeem Syed [WP Engine] | How WP Engine Transformed Monitoring Into...
Tanny Ng, Nadeem Syed [WP Engine] | How WP Engine Transformed Monitoring Into...Tanny Ng, Nadeem Syed [WP Engine] | How WP Engine Transformed Monitoring Into...
Tanny Ng, Nadeem Syed [WP Engine] | How WP Engine Transformed Monitoring Into...InfluxData
 
Timothy Spann [StreamNative] | Using FLaNK with InfluxDB for EdgeAI IoT at Sc...
Timothy Spann [StreamNative] | Using FLaNK with InfluxDB for EdgeAI IoT at Sc...Timothy Spann [StreamNative] | Using FLaNK with InfluxDB for EdgeAI IoT at Sc...
Timothy Spann [StreamNative] | Using FLaNK with InfluxDB for EdgeAI IoT at Sc...InfluxData
 
Three Ways InfluxDB Enables You to Use Time Series Data Across Your Entire En...
Three Ways InfluxDB Enables You to Use Time Series Data Across Your Entire En...Three Ways InfluxDB Enables You to Use Time Series Data Across Your Entire En...
Three Ways InfluxDB Enables You to Use Time Series Data Across Your Entire En...InfluxData
 
Bhagvan Kommadi [Value Momentum] | TeleHealth Platform: DevOps-Based Progress...
Bhagvan Kommadi [Value Momentum] | TeleHealth Platform: DevOps-Based Progress...Bhagvan Kommadi [Value Momentum] | TeleHealth Platform: DevOps-Based Progress...
Bhagvan Kommadi [Value Momentum] | TeleHealth Platform: DevOps-Based Progress...InfluxData
 
Sam Dillard [InfluxData] | Performance Optimization in InfluxDB | InfluxDays...
Sam Dillard [InfluxData] | Performance Optimization in InfluxDB  | InfluxDays...Sam Dillard [InfluxData] | Performance Optimization in InfluxDB  | InfluxDays...
Sam Dillard [InfluxData] | Performance Optimization in InfluxDB | InfluxDays...InfluxData
 
Alex Nauda [Nobl9] | How Not to Build an SLO Platform | InfluxDays NA 2021
Alex Nauda [Nobl9] | How Not to Build an SLO Platform | InfluxDays NA 2021Alex Nauda [Nobl9] | How Not to Build an SLO Platform | InfluxDays NA 2021
Alex Nauda [Nobl9] | How Not to Build an SLO Platform | InfluxDays NA 2021InfluxData
 
How to Gain Visibility into Containers, VM’s and Multi-Cloud Environments Usi...
How to Gain Visibility into Containers, VM’s and Multi-Cloud Environments Usi...How to Gain Visibility into Containers, VM’s and Multi-Cloud Environments Usi...
How to Gain Visibility into Containers, VM’s and Multi-Cloud Environments Usi...InfluxData
 
Sensor Data in InfluxDB by David Simmons, IoT Developer Evangelist | InfluxData
Sensor Data in InfluxDB by David Simmons, IoT Developer Evangelist | InfluxDataSensor Data in InfluxDB by David Simmons, IoT Developer Evangelist | InfluxData
Sensor Data in InfluxDB by David Simmons, IoT Developer Evangelist | InfluxDataInfluxData
 
Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays EMEA 2021
Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays EMEA 2021Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays EMEA 2021
Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays EMEA 2021InfluxData
 
Getting Started: Intro to Telegraf - July 2021
Getting Started: Intro to Telegraf - July 2021Getting Started: Intro to Telegraf - July 2021
Getting Started: Intro to Telegraf - July 2021InfluxData
 
CI/CD for a Data Platform
CI/CD for a Data PlatformCI/CD for a Data Platform
CI/CD for a Data PlatformCodit
 
Brian Gilmore [InfluxData] | InfluxDB in an IoT Application Architecture | In...
Brian Gilmore [InfluxData] | InfluxDB in an IoT Application Architecture | In...Brian Gilmore [InfluxData] | InfluxDB in an IoT Application Architecture | In...
Brian Gilmore [InfluxData] | InfluxDB in an IoT Application Architecture | In...InfluxData
 
Russ Savage [Ngrok] | InfluxDB QuickStart | InfluxDays NA 2021
Russ Savage [Ngrok] | InfluxDB QuickStart | InfluxDays NA 2021Russ Savage [Ngrok] | InfluxDB QuickStart | InfluxDays NA 2021
Russ Savage [Ngrok] | InfluxDB QuickStart | InfluxDays NA 2021InfluxData
 
Ana-Maria Calin [InfluxData] | Migrating from OSS to InfluxDB Cloud | InfluxD...
Ana-Maria Calin [InfluxData] | Migrating from OSS to InfluxDB Cloud | InfluxD...Ana-Maria Calin [InfluxData] | Migrating from OSS to InfluxDB Cloud | InfluxD...
Ana-Maria Calin [InfluxData] | Migrating from OSS to InfluxDB Cloud | InfluxD...InfluxData
 
Tobias Braun [Herrenknecht AG] | Going Underground with InfluxDB | InfluxDays...
Tobias Braun [Herrenknecht AG] | Going Underground with InfluxDB | InfluxDays...Tobias Braun [Herrenknecht AG] | Going Underground with InfluxDB | InfluxDays...
Tobias Braun [Herrenknecht AG] | Going Underground with InfluxDB | InfluxDays...InfluxData
 
Industrial production process visualization with the Elastic Stack in real-ti...
Industrial production process visualization with the Elastic Stack in real-ti...Industrial production process visualization with the Elastic Stack in real-ti...
Industrial production process visualization with the Elastic Stack in real-ti...Elasticsearch
 
IoT Event Processing and Analytics with InfluxDB in Google Cloud | Christoph ...
IoT Event Processing and Analytics with InfluxDB in Google Cloud | Christoph ...IoT Event Processing and Analytics with InfluxDB in Google Cloud | Christoph ...
IoT Event Processing and Analytics with InfluxDB in Google Cloud | Christoph ...InfluxData
 

La actualidad más candente (20)

Monitor Kubernetes in Rancher using InfluxData
Monitor Kubernetes in Rancher using InfluxDataMonitor Kubernetes in Rancher using InfluxData
Monitor Kubernetes in Rancher using InfluxData
 
InfluxDB Enterprise Architectural Patterns | Craig Hobbs | InfluxData
InfluxDB Enterprise Architectural Patterns | Craig Hobbs | InfluxDataInfluxDB Enterprise Architectural Patterns | Craig Hobbs | InfluxData
InfluxDB Enterprise Architectural Patterns | Craig Hobbs | InfluxData
 
Tanny Ng, Nadeem Syed [WP Engine] | How WP Engine Transformed Monitoring Into...
Tanny Ng, Nadeem Syed [WP Engine] | How WP Engine Transformed Monitoring Into...Tanny Ng, Nadeem Syed [WP Engine] | How WP Engine Transformed Monitoring Into...
Tanny Ng, Nadeem Syed [WP Engine] | How WP Engine Transformed Monitoring Into...
 
Timothy Spann [StreamNative] | Using FLaNK with InfluxDB for EdgeAI IoT at Sc...
Timothy Spann [StreamNative] | Using FLaNK with InfluxDB for EdgeAI IoT at Sc...Timothy Spann [StreamNative] | Using FLaNK with InfluxDB for EdgeAI IoT at Sc...
Timothy Spann [StreamNative] | Using FLaNK with InfluxDB for EdgeAI IoT at Sc...
 
Three Ways InfluxDB Enables You to Use Time Series Data Across Your Entire En...
Three Ways InfluxDB Enables You to Use Time Series Data Across Your Entire En...Three Ways InfluxDB Enables You to Use Time Series Data Across Your Entire En...
Three Ways InfluxDB Enables You to Use Time Series Data Across Your Entire En...
 
Bhagvan Kommadi [Value Momentum] | TeleHealth Platform: DevOps-Based Progress...
Bhagvan Kommadi [Value Momentum] | TeleHealth Platform: DevOps-Based Progress...Bhagvan Kommadi [Value Momentum] | TeleHealth Platform: DevOps-Based Progress...
Bhagvan Kommadi [Value Momentum] | TeleHealth Platform: DevOps-Based Progress...
 
Sam Dillard [InfluxData] | Performance Optimization in InfluxDB | InfluxDays...
Sam Dillard [InfluxData] | Performance Optimization in InfluxDB  | InfluxDays...Sam Dillard [InfluxData] | Performance Optimization in InfluxDB  | InfluxDays...
Sam Dillard [InfluxData] | Performance Optimization in InfluxDB | InfluxDays...
 
Alex Nauda [Nobl9] | How Not to Build an SLO Platform | InfluxDays NA 2021
Alex Nauda [Nobl9] | How Not to Build an SLO Platform | InfluxDays NA 2021Alex Nauda [Nobl9] | How Not to Build an SLO Platform | InfluxDays NA 2021
Alex Nauda [Nobl9] | How Not to Build an SLO Platform | InfluxDays NA 2021
 
How to Gain Visibility into Containers, VM’s and Multi-Cloud Environments Usi...
How to Gain Visibility into Containers, VM’s and Multi-Cloud Environments Usi...How to Gain Visibility into Containers, VM’s and Multi-Cloud Environments Usi...
How to Gain Visibility into Containers, VM’s and Multi-Cloud Environments Usi...
 
Sensor Data in InfluxDB by David Simmons, IoT Developer Evangelist | InfluxData
Sensor Data in InfluxDB by David Simmons, IoT Developer Evangelist | InfluxDataSensor Data in InfluxDB by David Simmons, IoT Developer Evangelist | InfluxData
Sensor Data in InfluxDB by David Simmons, IoT Developer Evangelist | InfluxData
 
Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays EMEA 2021
Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays EMEA 2021Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays EMEA 2021
Paul Dix [InfluxData] | InfluxDays Opening Keynote | InfluxDays EMEA 2021
 
Getting Started: Intro to Telegraf - July 2021
Getting Started: Intro to Telegraf - July 2021Getting Started: Intro to Telegraf - July 2021
Getting Started: Intro to Telegraf - July 2021
 
CI/CD for a Data Platform
CI/CD for a Data PlatformCI/CD for a Data Platform
CI/CD for a Data Platform
 
Brian Gilmore [InfluxData] | InfluxDB in an IoT Application Architecture | In...
Brian Gilmore [InfluxData] | InfluxDB in an IoT Application Architecture | In...Brian Gilmore [InfluxData] | InfluxDB in an IoT Application Architecture | In...
Brian Gilmore [InfluxData] | InfluxDB in an IoT Application Architecture | In...
 
StreamSet ETL tool
StreamSet  ETL toolStreamSet  ETL tool
StreamSet ETL tool
 
Russ Savage [Ngrok] | InfluxDB QuickStart | InfluxDays NA 2021
Russ Savage [Ngrok] | InfluxDB QuickStart | InfluxDays NA 2021Russ Savage [Ngrok] | InfluxDB QuickStart | InfluxDays NA 2021
Russ Savage [Ngrok] | InfluxDB QuickStart | InfluxDays NA 2021
 
Ana-Maria Calin [InfluxData] | Migrating from OSS to InfluxDB Cloud | InfluxD...
Ana-Maria Calin [InfluxData] | Migrating from OSS to InfluxDB Cloud | InfluxD...Ana-Maria Calin [InfluxData] | Migrating from OSS to InfluxDB Cloud | InfluxD...
Ana-Maria Calin [InfluxData] | Migrating from OSS to InfluxDB Cloud | InfluxD...
 
Tobias Braun [Herrenknecht AG] | Going Underground with InfluxDB | InfluxDays...
Tobias Braun [Herrenknecht AG] | Going Underground with InfluxDB | InfluxDays...Tobias Braun [Herrenknecht AG] | Going Underground with InfluxDB | InfluxDays...
Tobias Braun [Herrenknecht AG] | Going Underground with InfluxDB | InfluxDays...
 
Industrial production process visualization with the Elastic Stack in real-ti...
Industrial production process visualization with the Elastic Stack in real-ti...Industrial production process visualization with the Elastic Stack in real-ti...
Industrial production process visualization with the Elastic Stack in real-ti...
 
IoT Event Processing and Analytics with InfluxDB in Google Cloud | Christoph ...
IoT Event Processing and Analytics with InfluxDB in Google Cloud | Christoph ...IoT Event Processing and Analytics with InfluxDB in Google Cloud | Christoph ...
IoT Event Processing and Analytics with InfluxDB in Google Cloud | Christoph ...
 

Similar a Discover How Allscripts Uses InfluxDB to Monitor its Healthcare IT Platform

Assure Patient and Clinician Digital Experiences with ThousandEyes for Health...
Assure Patient and Clinician Digital Experiences with ThousandEyes for Health...Assure Patient and Clinician Digital Experiences with ThousandEyes for Health...
Assure Patient and Clinician Digital Experiences with ThousandEyes for Health...ThousandEyes
 
BICS empowers predictive analytics and customer centricity with a Hadoop base...
BICS empowers predictive analytics and customer centricity with a Hadoop base...BICS empowers predictive analytics and customer centricity with a Hadoop base...
BICS empowers predictive analytics and customer centricity with a Hadoop base...DataWorks Summit
 
BDW Chicago 2016 - Ramu Kalvakuntla, Sr. Principal - Technical - Big Data Pra...
BDW Chicago 2016 - Ramu Kalvakuntla, Sr. Principal - Technical - Big Data Pra...BDW Chicago 2016 - Ramu Kalvakuntla, Sr. Principal - Technical - Big Data Pra...
BDW Chicago 2016 - Ramu Kalvakuntla, Sr. Principal - Technical - Big Data Pra...Big Data Week
 
Government and Education Webinar: Optimizing Database Performance
Government and Education Webinar: Optimizing Database PerformanceGovernment and Education Webinar: Optimizing Database Performance
Government and Education Webinar: Optimizing Database PerformanceSolarWinds
 
¿En qué se parece el Gobierno del Dato a un parque de atracciones?
¿En qué se parece el Gobierno del Dato a un parque de atracciones?¿En qué se parece el Gobierno del Dato a un parque de atracciones?
¿En qué se parece el Gobierno del Dato a un parque de atracciones?Denodo
 
How to Monitor Digital Dependencies Across Your Modern IT Stack
How to Monitor Digital Dependencies Across Your Modern IT StackHow to Monitor Digital Dependencies Across Your Modern IT Stack
How to Monitor Digital Dependencies Across Your Modern IT StackThousandEyes
 
Building Future-Ready Healthcare IT Platforms: Get To The Cloud
Building Future-Ready Healthcare IT Platforms: Get To The CloudBuilding Future-Ready Healthcare IT Platforms: Get To The Cloud
Building Future-Ready Healthcare IT Platforms: Get To The CloudDell World
 
Connected Healthcare - New Perspective
Connected Healthcare - New PerspectiveConnected Healthcare - New Perspective
Connected Healthcare - New PerspectiveSomenath Nag
 
Implementar una estrategia eficiente de gobierno y seguridad del dato con la ...
Implementar una estrategia eficiente de gobierno y seguridad del dato con la ...Implementar una estrategia eficiente de gobierno y seguridad del dato con la ...
Implementar una estrategia eficiente de gobierno y seguridad del dato con la ...Denodo
 
Subscribing to Your Critical Data Supply Chain - Getting Value from True Data...
Subscribing to Your Critical Data Supply Chain - Getting Value from True Data...Subscribing to Your Critical Data Supply Chain - Getting Value from True Data...
Subscribing to Your Critical Data Supply Chain - Getting Value from True Data...DATAVERSITY
 
Somnath_Kundu_6Yrs_Resume
Somnath_Kundu_6Yrs_ResumeSomnath_Kundu_6Yrs_Resume
Somnath_Kundu_6Yrs_ResumeSomnath Kundu
 
How to Monitor Digital Dependencies Across Your Modern IT Stack
How to Monitor Digital Dependencies Across Your Modern IT StackHow to Monitor Digital Dependencies Across Your Modern IT Stack
How to Monitor Digital Dependencies Across Your Modern IT StackThousandEyes
 
How to Monitor Digital Dependencies Across Your Modern IT Stack
How to Monitor Digital Dependencies Across Your Modern IT StackHow to Monitor Digital Dependencies Across Your Modern IT Stack
How to Monitor Digital Dependencies Across Your Modern IT StackThousandEyes
 
Microsoft: A Waking Giant in Healthcare Analytics and Big Data
Microsoft: A Waking Giant in Healthcare Analytics and Big DataMicrosoft: A Waking Giant in Healthcare Analytics and Big Data
Microsoft: A Waking Giant in Healthcare Analytics and Big DataDale Sanders
 
Another Year of Digital Transformation - Learning Through Reflection
Another Year of Digital Transformation - Learning Through ReflectionAnother Year of Digital Transformation - Learning Through Reflection
Another Year of Digital Transformation - Learning Through ReflectionWSO2
 
Derive Overview
Derive OverviewDerive Overview
Derive Overviewwrochford
 
Solution Architecture US healthcare
Solution Architecture US healthcare Solution Architecture US healthcare
Solution Architecture US healthcare sumiteshkr
 
Aicpa tech+panel presentation t6 managing risks and security 2014 v3
Aicpa tech+panel presentation t6 managing risks and security 2014 v3Aicpa tech+panel presentation t6 managing risks and security 2014 v3
Aicpa tech+panel presentation t6 managing risks and security 2014 v3Doeren Mayhew
 

Similar a Discover How Allscripts Uses InfluxDB to Monitor its Healthcare IT Platform (20)

Assure Patient and Clinician Digital Experiences with ThousandEyes for Health...
Assure Patient and Clinician Digital Experiences with ThousandEyes for Health...Assure Patient and Clinician Digital Experiences with ThousandEyes for Health...
Assure Patient and Clinician Digital Experiences with ThousandEyes for Health...
 
BICS empowers predictive analytics and customer centricity with a Hadoop base...
BICS empowers predictive analytics and customer centricity with a Hadoop base...BICS empowers predictive analytics and customer centricity with a Hadoop base...
BICS empowers predictive analytics and customer centricity with a Hadoop base...
 
BDW Chicago 2016 - Ramu Kalvakuntla, Sr. Principal - Technical - Big Data Pra...
BDW Chicago 2016 - Ramu Kalvakuntla, Sr. Principal - Technical - Big Data Pra...BDW Chicago 2016 - Ramu Kalvakuntla, Sr. Principal - Technical - Big Data Pra...
BDW Chicago 2016 - Ramu Kalvakuntla, Sr. Principal - Technical - Big Data Pra...
 
Government and Education Webinar: Optimizing Database Performance
Government and Education Webinar: Optimizing Database PerformanceGovernment and Education Webinar: Optimizing Database Performance
Government and Education Webinar: Optimizing Database Performance
 
¿En qué se parece el Gobierno del Dato a un parque de atracciones?
¿En qué se parece el Gobierno del Dato a un parque de atracciones?¿En qué se parece el Gobierno del Dato a un parque de atracciones?
¿En qué se parece el Gobierno del Dato a un parque de atracciones?
 
Impact of Cloud Computing on Healthcare v2.0
Impact of Cloud Computing on Healthcare v2.0Impact of Cloud Computing on Healthcare v2.0
Impact of Cloud Computing on Healthcare v2.0
 
Data warehouse
Data warehouseData warehouse
Data warehouse
 
How to Monitor Digital Dependencies Across Your Modern IT Stack
How to Monitor Digital Dependencies Across Your Modern IT StackHow to Monitor Digital Dependencies Across Your Modern IT Stack
How to Monitor Digital Dependencies Across Your Modern IT Stack
 
Building Future-Ready Healthcare IT Platforms: Get To The Cloud
Building Future-Ready Healthcare IT Platforms: Get To The CloudBuilding Future-Ready Healthcare IT Platforms: Get To The Cloud
Building Future-Ready Healthcare IT Platforms: Get To The Cloud
 
Connected Healthcare - New Perspective
Connected Healthcare - New PerspectiveConnected Healthcare - New Perspective
Connected Healthcare - New Perspective
 
Implementar una estrategia eficiente de gobierno y seguridad del dato con la ...
Implementar una estrategia eficiente de gobierno y seguridad del dato con la ...Implementar una estrategia eficiente de gobierno y seguridad del dato con la ...
Implementar una estrategia eficiente de gobierno y seguridad del dato con la ...
 
Subscribing to Your Critical Data Supply Chain - Getting Value from True Data...
Subscribing to Your Critical Data Supply Chain - Getting Value from True Data...Subscribing to Your Critical Data Supply Chain - Getting Value from True Data...
Subscribing to Your Critical Data Supply Chain - Getting Value from True Data...
 
Somnath_Kundu_6Yrs_Resume
Somnath_Kundu_6Yrs_ResumeSomnath_Kundu_6Yrs_Resume
Somnath_Kundu_6Yrs_Resume
 
How to Monitor Digital Dependencies Across Your Modern IT Stack
How to Monitor Digital Dependencies Across Your Modern IT StackHow to Monitor Digital Dependencies Across Your Modern IT Stack
How to Monitor Digital Dependencies Across Your Modern IT Stack
 
How to Monitor Digital Dependencies Across Your Modern IT Stack
How to Monitor Digital Dependencies Across Your Modern IT StackHow to Monitor Digital Dependencies Across Your Modern IT Stack
How to Monitor Digital Dependencies Across Your Modern IT Stack
 
Microsoft: A Waking Giant in Healthcare Analytics and Big Data
Microsoft: A Waking Giant in Healthcare Analytics and Big DataMicrosoft: A Waking Giant in Healthcare Analytics and Big Data
Microsoft: A Waking Giant in Healthcare Analytics and Big Data
 
Another Year of Digital Transformation - Learning Through Reflection
Another Year of Digital Transformation - Learning Through ReflectionAnother Year of Digital Transformation - Learning Through Reflection
Another Year of Digital Transformation - Learning Through Reflection
 
Derive Overview
Derive OverviewDerive Overview
Derive Overview
 
Solution Architecture US healthcare
Solution Architecture US healthcare Solution Architecture US healthcare
Solution Architecture US healthcare
 
Aicpa tech+panel presentation t6 managing risks and security 2014 v3
Aicpa tech+panel presentation t6 managing risks and security 2014 v3Aicpa tech+panel presentation t6 managing risks and security 2014 v3
Aicpa tech+panel presentation t6 managing risks and security 2014 v3
 

Más de InfluxData

Announcing InfluxDB Clustered
Announcing InfluxDB ClusteredAnnouncing InfluxDB Clustered
Announcing InfluxDB ClusteredInfluxData
 
Best Practices for Leveraging the Apache Arrow Ecosystem
Best Practices for Leveraging the Apache Arrow EcosystemBest Practices for Leveraging the Apache Arrow Ecosystem
Best Practices for Leveraging the Apache Arrow EcosystemInfluxData
 
How Bevi Uses InfluxDB and Grafana to Improve Predictive Maintenance and Redu...
How Bevi Uses InfluxDB and Grafana to Improve Predictive Maintenance and Redu...How Bevi Uses InfluxDB and Grafana to Improve Predictive Maintenance and Redu...
How Bevi Uses InfluxDB and Grafana to Improve Predictive Maintenance and Redu...InfluxData
 
Power Your Predictive Analytics with InfluxDB
Power Your Predictive Analytics with InfluxDBPower Your Predictive Analytics with InfluxDB
Power Your Predictive Analytics with InfluxDBInfluxData
 
How Teréga Replaces Legacy Data Historians with InfluxDB, AWS and IO-Base
How Teréga Replaces Legacy Data Historians with InfluxDB, AWS and IO-Base How Teréga Replaces Legacy Data Historians with InfluxDB, AWS and IO-Base
How Teréga Replaces Legacy Data Historians with InfluxDB, AWS and IO-Base InfluxData
 
Build an Edge-to-Cloud Solution with the MING Stack
Build an Edge-to-Cloud Solution with the MING StackBuild an Edge-to-Cloud Solution with the MING Stack
Build an Edge-to-Cloud Solution with the MING StackInfluxData
 
Meet the Founders: An Open Discussion About Rewriting Using Rust
Meet the Founders: An Open Discussion About Rewriting Using RustMeet the Founders: An Open Discussion About Rewriting Using Rust
Meet the Founders: An Open Discussion About Rewriting Using RustInfluxData
 
Introducing InfluxDB Cloud Dedicated
Introducing InfluxDB Cloud DedicatedIntroducing InfluxDB Cloud Dedicated
Introducing InfluxDB Cloud DedicatedInfluxData
 
Gain Better Observability with OpenTelemetry and InfluxDB
Gain Better Observability with OpenTelemetry and InfluxDB Gain Better Observability with OpenTelemetry and InfluxDB
Gain Better Observability with OpenTelemetry and InfluxDB InfluxData
 
How a Heat Treating Plant Ensures Tight Process Control and Exceptional Quali...
How a Heat Treating Plant Ensures Tight Process Control and Exceptional Quali...How a Heat Treating Plant Ensures Tight Process Control and Exceptional Quali...
How a Heat Treating Plant Ensures Tight Process Control and Exceptional Quali...InfluxData
 
How Delft University's Engineering Students Make Their EV Formula-Style Race ...
How Delft University's Engineering Students Make Their EV Formula-Style Race ...How Delft University's Engineering Students Make Their EV Formula-Style Race ...
How Delft University's Engineering Students Make Their EV Formula-Style Race ...InfluxData
 
Introducing InfluxDB’s New Time Series Database Storage Engine
Introducing InfluxDB’s New Time Series Database Storage EngineIntroducing InfluxDB’s New Time Series Database Storage Engine
Introducing InfluxDB’s New Time Series Database Storage EngineInfluxData
 
Start Automating InfluxDB Deployments at the Edge with balena
Start Automating InfluxDB Deployments at the Edge with balena Start Automating InfluxDB Deployments at the Edge with balena
Start Automating InfluxDB Deployments at the Edge with balena InfluxData
 
Understanding InfluxDB’s New Storage Engine
Understanding InfluxDB’s New Storage EngineUnderstanding InfluxDB’s New Storage Engine
Understanding InfluxDB’s New Storage EngineInfluxData
 
Streamline and Scale Out Data Pipelines with Kubernetes, Telegraf, and InfluxDB
Streamline and Scale Out Data Pipelines with Kubernetes, Telegraf, and InfluxDBStreamline and Scale Out Data Pipelines with Kubernetes, Telegraf, and InfluxDB
Streamline and Scale Out Data Pipelines with Kubernetes, Telegraf, and InfluxDBInfluxData
 
Ward Bowman [PTC] | ThingWorx Long-Term Data Storage with InfluxDB | InfluxDa...
Ward Bowman [PTC] | ThingWorx Long-Term Data Storage with InfluxDB | InfluxDa...Ward Bowman [PTC] | ThingWorx Long-Term Data Storage with InfluxDB | InfluxDa...
Ward Bowman [PTC] | ThingWorx Long-Term Data Storage with InfluxDB | InfluxDa...InfluxData
 
Scott Anderson [InfluxData] | New & Upcoming Flux Features | InfluxDays 2022
Scott Anderson [InfluxData] | New & Upcoming Flux Features | InfluxDays 2022Scott Anderson [InfluxData] | New & Upcoming Flux Features | InfluxDays 2022
Scott Anderson [InfluxData] | New & Upcoming Flux Features | InfluxDays 2022InfluxData
 
Steinkamp, Clifford [InfluxData] | Closing Thoughts | InfluxDays 2022
Steinkamp, Clifford [InfluxData] | Closing Thoughts | InfluxDays 2022Steinkamp, Clifford [InfluxData] | Closing Thoughts | InfluxDays 2022
Steinkamp, Clifford [InfluxData] | Closing Thoughts | InfluxDays 2022InfluxData
 
Steinkamp, Clifford [InfluxData] | Welcome to InfluxDays 2022 - Day 2 | Influ...
Steinkamp, Clifford [InfluxData] | Welcome to InfluxDays 2022 - Day 2 | Influ...Steinkamp, Clifford [InfluxData] | Welcome to InfluxDays 2022 - Day 2 | Influ...
Steinkamp, Clifford [InfluxData] | Welcome to InfluxDays 2022 - Day 2 | Influ...InfluxData
 
Steinkamp, Clifford [InfluxData] | Closing Thoughts Day 1 | InfluxDays 2022
Steinkamp, Clifford [InfluxData] | Closing Thoughts Day 1 | InfluxDays 2022Steinkamp, Clifford [InfluxData] | Closing Thoughts Day 1 | InfluxDays 2022
Steinkamp, Clifford [InfluxData] | Closing Thoughts Day 1 | InfluxDays 2022InfluxData
 

Más de InfluxData (20)

Announcing InfluxDB Clustered
Announcing InfluxDB ClusteredAnnouncing InfluxDB Clustered
Announcing InfluxDB Clustered
 
Best Practices for Leveraging the Apache Arrow Ecosystem
Best Practices for Leveraging the Apache Arrow EcosystemBest Practices for Leveraging the Apache Arrow Ecosystem
Best Practices for Leveraging the Apache Arrow Ecosystem
 
How Bevi Uses InfluxDB and Grafana to Improve Predictive Maintenance and Redu...
How Bevi Uses InfluxDB and Grafana to Improve Predictive Maintenance and Redu...How Bevi Uses InfluxDB and Grafana to Improve Predictive Maintenance and Redu...
How Bevi Uses InfluxDB and Grafana to Improve Predictive Maintenance and Redu...
 
Power Your Predictive Analytics with InfluxDB
Power Your Predictive Analytics with InfluxDBPower Your Predictive Analytics with InfluxDB
Power Your Predictive Analytics with InfluxDB
 
How Teréga Replaces Legacy Data Historians with InfluxDB, AWS and IO-Base
How Teréga Replaces Legacy Data Historians with InfluxDB, AWS and IO-Base How Teréga Replaces Legacy Data Historians with InfluxDB, AWS and IO-Base
How Teréga Replaces Legacy Data Historians with InfluxDB, AWS and IO-Base
 
Build an Edge-to-Cloud Solution with the MING Stack
Build an Edge-to-Cloud Solution with the MING StackBuild an Edge-to-Cloud Solution with the MING Stack
Build an Edge-to-Cloud Solution with the MING Stack
 
Meet the Founders: An Open Discussion About Rewriting Using Rust
Meet the Founders: An Open Discussion About Rewriting Using RustMeet the Founders: An Open Discussion About Rewriting Using Rust
Meet the Founders: An Open Discussion About Rewriting Using Rust
 
Introducing InfluxDB Cloud Dedicated
Introducing InfluxDB Cloud DedicatedIntroducing InfluxDB Cloud Dedicated
Introducing InfluxDB Cloud Dedicated
 
Gain Better Observability with OpenTelemetry and InfluxDB
Gain Better Observability with OpenTelemetry and InfluxDB Gain Better Observability with OpenTelemetry and InfluxDB
Gain Better Observability with OpenTelemetry and InfluxDB
 
How a Heat Treating Plant Ensures Tight Process Control and Exceptional Quali...
How a Heat Treating Plant Ensures Tight Process Control and Exceptional Quali...How a Heat Treating Plant Ensures Tight Process Control and Exceptional Quali...
How a Heat Treating Plant Ensures Tight Process Control and Exceptional Quali...
 
How Delft University's Engineering Students Make Their EV Formula-Style Race ...
How Delft University's Engineering Students Make Their EV Formula-Style Race ...How Delft University's Engineering Students Make Their EV Formula-Style Race ...
How Delft University's Engineering Students Make Their EV Formula-Style Race ...
 
Introducing InfluxDB’s New Time Series Database Storage Engine
Introducing InfluxDB’s New Time Series Database Storage EngineIntroducing InfluxDB’s New Time Series Database Storage Engine
Introducing InfluxDB’s New Time Series Database Storage Engine
 
Start Automating InfluxDB Deployments at the Edge with balena
Start Automating InfluxDB Deployments at the Edge with balena Start Automating InfluxDB Deployments at the Edge with balena
Start Automating InfluxDB Deployments at the Edge with balena
 
Understanding InfluxDB’s New Storage Engine
Understanding InfluxDB’s New Storage EngineUnderstanding InfluxDB’s New Storage Engine
Understanding InfluxDB’s New Storage Engine
 
Streamline and Scale Out Data Pipelines with Kubernetes, Telegraf, and InfluxDB
Streamline and Scale Out Data Pipelines with Kubernetes, Telegraf, and InfluxDBStreamline and Scale Out Data Pipelines with Kubernetes, Telegraf, and InfluxDB
Streamline and Scale Out Data Pipelines with Kubernetes, Telegraf, and InfluxDB
 
Ward Bowman [PTC] | ThingWorx Long-Term Data Storage with InfluxDB | InfluxDa...
Ward Bowman [PTC] | ThingWorx Long-Term Data Storage with InfluxDB | InfluxDa...Ward Bowman [PTC] | ThingWorx Long-Term Data Storage with InfluxDB | InfluxDa...
Ward Bowman [PTC] | ThingWorx Long-Term Data Storage with InfluxDB | InfluxDa...
 
Scott Anderson [InfluxData] | New & Upcoming Flux Features | InfluxDays 2022
Scott Anderson [InfluxData] | New & Upcoming Flux Features | InfluxDays 2022Scott Anderson [InfluxData] | New & Upcoming Flux Features | InfluxDays 2022
Scott Anderson [InfluxData] | New & Upcoming Flux Features | InfluxDays 2022
 
Steinkamp, Clifford [InfluxData] | Closing Thoughts | InfluxDays 2022
Steinkamp, Clifford [InfluxData] | Closing Thoughts | InfluxDays 2022Steinkamp, Clifford [InfluxData] | Closing Thoughts | InfluxDays 2022
Steinkamp, Clifford [InfluxData] | Closing Thoughts | InfluxDays 2022
 
Steinkamp, Clifford [InfluxData] | Welcome to InfluxDays 2022 - Day 2 | Influ...
Steinkamp, Clifford [InfluxData] | Welcome to InfluxDays 2022 - Day 2 | Influ...Steinkamp, Clifford [InfluxData] | Welcome to InfluxDays 2022 - Day 2 | Influ...
Steinkamp, Clifford [InfluxData] | Welcome to InfluxDays 2022 - Day 2 | Influ...
 
Steinkamp, Clifford [InfluxData] | Closing Thoughts Day 1 | InfluxDays 2022
Steinkamp, Clifford [InfluxData] | Closing Thoughts Day 1 | InfluxDays 2022Steinkamp, Clifford [InfluxData] | Closing Thoughts Day 1 | InfluxDays 2022
Steinkamp, Clifford [InfluxData] | Closing Thoughts Day 1 | InfluxDays 2022
 

Último

Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfAlex Barbosa Coqueiro
 
Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebUiPathCommunity
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsMark Billinghurst
 
Search Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdfSearch Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdfRankYa
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubKalema Edgar
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...Fwdays
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr BaganFwdays
 
Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfAddepto
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsMemoori
 
Artificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptxArtificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptxhariprasad279825
 
What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024Stephanie Beckett
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Enterprise Knowledge
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):comworks
 
Connect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationConnect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationSlibray Presentation
 
Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Manik S Magar
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsSergiu Bodiu
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationSafe Software
 
Story boards and shot lists for my a level piece
Story boards and shot lists for my a level pieceStory boards and shot lists for my a level piece
Story boards and shot lists for my a level piececharlottematthew16
 

Último (20)

Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdf
 
Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio Web
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR Systems
 
Search Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdfSearch Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdf
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding Club
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
 
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptxE-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan
 
Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdf
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial Buildings
 
Artificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptxArtificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptx
 
What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):
 
Connect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationConnect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck Presentation
 
Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platforms
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
 
Story boards and shot lists for my a level piece
Story boards and shot lists for my a level pieceStory boards and shot lists for my a level piece
Story boards and shot lists for my a level piece
 

Discover How Allscripts Uses InfluxDB to Monitor its Healthcare IT Platform

  • 1. © 2020 Allscripts Healthcare, LLC and/or its affiliates. Allscripts IT Monitoring Solution How Allscripts Uses InfluxDB to Monitor its Healthcare IT Platform
  • 2. © 2020 Allscripts Healthcare, LLC and/or its affiliates. 2 • Introduction • Allscripts company overview • The Problem • Solution Requirements and Overview • Outcomes and Future Projects • Q&A Agenda
  • 3. © 2020 Allscripts Healthcare, LLC and/or its affiliates. 3 Introduction
  • 4. © 2020 Allscripts Healthcare, LLC and/or its affiliates. 4 Allscripts Company Overview
  • 5. 5 Global Healthcare Crisis How we Interact COVID-19 Protection Working Location Social distancing Personal Protection Equipment (PPE) Stay at (work from) home Challenges we see in healthcare are unprecedented
  • 6. © 2020 Allscripts Healthcare, LLC and/or its affiliates. 6 Together, we can connect medicine We can change what’s possible Strengthen Your Foundation Drive quality care with essential solutions Engage Your Patients Coordinate care and help patients take charge of their health Connect Your Community Deliver data and insights to where they are needed most Build Your Future Ensure organizational agility and capacity to thrive
  • 7. © 2020 Allscripts Healthcare, LLC and/or its affiliates. 7 Helping you deliver smarter care • Industry-leading Specialty Content • Actionable Insights at Point of Care • Intuitive Workflows for Ease of Use • Care Coordination Across the Continuum
  • 8. © 2020 Allscripts Healthcare, LLC and/or its affiliates. 8 We’re recognized by the industry • 2017: Mindshare Population Health Management • 2016-2017: Mindshare Leader in Revenue Cycle Management • 2016–2017: Mindshare Leader in Patient Engagement • 2018: #1 Population Health Management Market Leader • 2020: Best in KLAS Global (non-US) Acute Care EMR – Canada • 2018 – 2019: Best in KLAS Anesthesia—iProcedures 2017 Highest in usability in small practice ambulatory EHR|PM • 2016: Highest in usability in Population Health Management Report—Population Health UX • 2015–2016, 2013: Lab Best in KLAS • 2020: #1 Critical access, specialty hospitals, and integrated community health systems • 2020: #1 EHR-Based Analytics & Support • 2020: #1 Ambulatory EHR for Government Providers • 2020 Black Book #1 Practice Management solution (10-49 physicians) • 2019: #1 Healthcare IT vendor in UK, Canada, Australia, and New Zealand • 2019: #1 Ambulatory EHR for Multispecialty clinics • 2017-2020: #1 Inpatient Hospital EHR for Community Hospitals 101- 250 beds • 2014-2017, 2019: #1 Large Inpatient Hospital 250+ • 2014-2020: #1 Ambulatory EHR 26-99 • 2018-2019: #1 Rehabilitation Hospitals • 2018: #1 Hospital Chains, IDNs and Networks for Integrated EHR, Interoperability, PHM & RCM Solutions • 2019, 2017: Microsoft Health Partner of the Year • 2015: Microsoft CXO Next Innovation Award • 2015: Microsoft Health User Group Innovation Award • 2020: US Healthcare Interoperability EMR Market Leader • 2019: Best Practices Award—US Population Health Management Product Leadership Award • 2019, 2017: Best Practices Award—US Ambulatory Revenue Cycle Management Product Leadership Award • 2018: Becker’s Hospital Review Top Places to Work in Healthcare
  • 9. © 2020 Allscripts Healthcare, LLC and/or its affiliates. 9
  • 10. © 2020 Allscripts Healthcare, LLC and/or its affiliates. 10 The Problem Various Cloud Solutions 3rd Party Solutions Self-Hosted Solutions Multiple Allscripts Datacenters Various Monitoring Solutions 3rd Party Datacenters Different VisualizationsDifferent Alerting Methods Support Operations and Development Management
  • 11. © 2020 Allscripts Healthcare, LLC and/or its affiliates. 11 Unified platform to monitor any system, Allscripts solutions, and allow custom development Key Solution Requirements Flexible Economical Adaptable Scalable Replace costly commercial tools and leverage solution to monetize new service offerings Monitor any environment – Hosted, Self- hosted, 3rd Party, Cloud, Hybrid and rapidly changing technologies Extreme scalability and implement quickly through orchestration
  • 12. © 2020 Allscripts Healthcare, LLC and/or its affiliates. 12 No downtime required to implement meeting the demand of highly available healthcare systems Additional Solution Requirements Zero Downtime Security Modular Reporting Meet Customer, Allscripts, HIT, and in some cases government/regional security requirements Swap out modules without affecting the entire monitoring solution Centralized, accessible, robust reporting and dashboards
  • 13. © 2020 Allscripts Healthcare, LLC and/or its affiliates. Solution Overview
  • 14. © 2020 Allscripts Healthcare, LLC and/or its affiliates. 14 Solution Overview Three Primary Components  Configuration Management  Log Analytics  Telemetry/Metrics Analytics In Scope:  Operating System: primarily Windows Server; some Linux  Application: Middleware (IIS, SQL Server, etc.) and Business services Out of Scope:  Infrastructure (e.g. Storage, Network, & Virtualization layers)  APM / Distributed Tracing (for now) Composed of open-source (enterprise backed) pluggable, modular, event driven frameworks Stretch goal: provide a framework for automation/orchestration of product installation/upgrade/troubleshooting activity, in addition to monitoring
  • 15. © 2020 Allscripts Healthcare, LLC and/or its affiliates. 15 Telemetry Vs. Existing Proprietary Tools  Operational and Cost complexity Vs. TimeScaleDB  Product Maturity  Data Model Flexibility: TagSet vs Relational Schema  TimeScaleDB lacks alerting Vs. Prometheus  Push vs Scraping  Horizontal Scalability Why InfluxData?
  • 16. © 2020 Allscripts Healthcare, LLC and/or its affiliates. 16 Configuration Management & Log Analytics SaltStack: Configuration Management Vs. Ansible, Chef, Puppet, and Azure Automation  Push vs Pull  Conflicting/Multi-Homing agents  Salt's event driven architecture and modularity fit well with project requirements  Python vs Ruby ElasticSearch: Log Analytics Vs. GreyLog, Splunk, and Azure Log Analytics  Cost, Complexity; Keep it simple
  • 17. © 2020 Allscripts Healthcare, LLC and/or its affiliates. 17 Visualization & Alerting Visualization: Grafana - Single pane of glass Alerting Telemetry: Kapacitor Logs: ElasticSearch Alerting vs Open Distro (work in progress)
  • 18. © 2020 Allscripts Healthcare, LLC and/or its affiliates. 18 Architecture: Data Collection * Light outlined arrows are network connections * Dark solid arrows are data flow
  • 19. © 2020 Allscripts Healthcare, LLC and/or its affiliates. 19 Architecture: Data Visualization * Light outlined arrows are network connections * Dark solid arrows are data flow
  • 20. © 2020 Allscripts Healthcare, LLC and/or its affiliates. Outcomes and Future Projects
  • 21. © 2020 Allscripts Healthcare, LLC and/or its affiliates. 21 Outcomes: • Fast delivery – thousands of agents deployed in minutes, not manually over days or weeks • Smaller footprint to manage, maintain and secure; reducing operational costs and security risks • New service revenue opportunities – solution allows us to deploy monitoring in areas not feasible in the past due to costs • Improved support and service delivery - centralized dashboards accessible directly from ITSM solution Learning Experiences: • Tuning InfluxDB Disk IO performance • Saturating network PAT & bandwidth • Saturating Telegraf Relay request volume • Input-specific jitter for Telegraf plugins (#3634) • Tuning batch size, metric buffers, and flush intervals • TLS client certificate monitoring (#7754) • Fixed in a day! Thanks @danielnelson! Outcomes
  • 22. © 2020 Allscripts Healthcare, LLC and/or its affiliates. 22 • Consolidate custom developed monitoring tools using Influxdata and other solutions – Shim Plugin for custom SQL Queries • Resolve challenges with Telegraf relays in multi-datacenter configuration • Consolidate commercial monitoring tools and footprint – line of sight to drastic cost reduction in 2021 • Leverage the solution to “monitor the monitoring systems” • InfluxDB 2.0/Flux Future Projects
  • 25. We look forward to bringing together our community of developers to learn, interact and share tips and use cases. www.influxdays.com/virtual-experience-2020/ November 10 – 11, 2020 Virtual Experience