Deep Dive into SharePoint Topologies and Server Architecture for SharePoint 2013K.Mohamed Faizal
Come and understand different type of SharePoint Topologies and learn how to design for SharePoint architecture that serve for Intranet, Websites, Office Web Apps Server, App management, wide-area networks, monitoring, newsfeeds, distributed cache, high availability, and disaster recovery.
Deep Dive into SharePoint Topologies and Server Architecture for SharePoint 2013K.Mohamed Faizal
Come and understand different type of SharePoint Topologies and learn how to design for SharePoint architecture that serve for Intranet, Websites, Office Web Apps Server, App management, wide-area networks, monitoring, newsfeeds, distributed cache, high availability, and disaster recovery.
These slides are a copy of a last Azure Cosmos DB + Gremlin API in Action session which I had the pleasure to present on June 2nd, 2018 at PASS SQL Saturday event in Montreal. The original PowerPoint version contained much more elaborate series of animations. We understand that those had to be flatten for upload in this case. Though I guess you'll get the idea of the logic involved.
For our next ArcReady, we will explore a topic on everyone’s mind: Cloud computing. Several industry companies have announced cloud computing services . In October 2008 at the Professional Developers Conference, Microsoft announced the next phase of our Software + Services vision: the Azure Services Platform. The Azure Services Platforms provides a wide range of internet services that can be consumed from both on premises environments or the internet.
Session 1: Cloud Services
In our first session we will explore the current state of cloud services. We will then look at how applications should be architected for the cloud and explore a reference application deployed on Windows Azure. We will also look at the services that can be built for on premise application, using .NET Services. We will also address some of the concerns that enterprises have about cloud services, such as regulatory and compliance issues.
Session 2: The Azure Platform
In our second session we will take a slightly different look at cloud based services by exploring Live Mesh and Live Services. Live Mesh is a data synchronization client that has a rich API to build applications on. Live services are a collection of APIs that can be used to create rich applications for your customers. Live Services are based on internet standard protocols and data formats.
Planning on deploying an Extranet on SharePoint? Before you open up your internal site for the your partners, consider the security, confidentiality, authentication and licencing implications
Today enterprise solutions adopt products and services from multiple cloud providers in order to accomplish various business requirements. This means that it is no longer sufficient to maintain user identities only in corporate LDAP. In most cases, SaaS providers also need dedicated user accounts created for the cloud service users, which raises the need of identity provisioning mechanisms to be in place.
Interfacing Banner BEIS With Identity Management - Summit 2012joelavery
These are the slides from the Sungard / Ellucian Summit 2012 Conference for Session 1756 (Mandalay Bay Convention Center, Las Vegas). There have been slight modifications for clarity in some of the diagrams.
Deep Dive Data Management Gateway - SQLSaturday EdinburghJean-Pierre Riehl
--session donnée lors du SQL Saturday Edinburgh 2015--
http://www.sqlsaturday.com/388/EventHome.aspx
Data Management Gateway (and also AS Connector) is what make modern Microsoft BI stack hybrid. Power BI and Azure Data Factory use that component to interact with On-Prem Data assets.
That session is a Deep dive into the DMG and the hybrid architecture involved by Power BI and ADF. How does it work ? Security, Firewall, Certificates, Multiple gateways, Admin delegation, Scale out, Disaster Recovery…. All that topics will be covered during that technical session.
These slides are a copy of a last Azure Cosmos DB + Gremlin API in Action session which I had the pleasure to present on June 2nd, 2018 at PASS SQL Saturday event in Montreal. The original PowerPoint version contained much more elaborate series of animations. We understand that those had to be flatten for upload in this case. Though I guess you'll get the idea of the logic involved.
For our next ArcReady, we will explore a topic on everyone’s mind: Cloud computing. Several industry companies have announced cloud computing services . In October 2008 at the Professional Developers Conference, Microsoft announced the next phase of our Software + Services vision: the Azure Services Platform. The Azure Services Platforms provides a wide range of internet services that can be consumed from both on premises environments or the internet.
Session 1: Cloud Services
In our first session we will explore the current state of cloud services. We will then look at how applications should be architected for the cloud and explore a reference application deployed on Windows Azure. We will also look at the services that can be built for on premise application, using .NET Services. We will also address some of the concerns that enterprises have about cloud services, such as regulatory and compliance issues.
Session 2: The Azure Platform
In our second session we will take a slightly different look at cloud based services by exploring Live Mesh and Live Services. Live Mesh is a data synchronization client that has a rich API to build applications on. Live services are a collection of APIs that can be used to create rich applications for your customers. Live Services are based on internet standard protocols and data formats.
Planning on deploying an Extranet on SharePoint? Before you open up your internal site for the your partners, consider the security, confidentiality, authentication and licencing implications
Today enterprise solutions adopt products and services from multiple cloud providers in order to accomplish various business requirements. This means that it is no longer sufficient to maintain user identities only in corporate LDAP. In most cases, SaaS providers also need dedicated user accounts created for the cloud service users, which raises the need of identity provisioning mechanisms to be in place.
Interfacing Banner BEIS With Identity Management - Summit 2012joelavery
These are the slides from the Sungard / Ellucian Summit 2012 Conference for Session 1756 (Mandalay Bay Convention Center, Las Vegas). There have been slight modifications for clarity in some of the diagrams.
Deep Dive Data Management Gateway - SQLSaturday EdinburghJean-Pierre Riehl
--session donnée lors du SQL Saturday Edinburgh 2015--
http://www.sqlsaturday.com/388/EventHome.aspx
Data Management Gateway (and also AS Connector) is what make modern Microsoft BI stack hybrid. Power BI and Azure Data Factory use that component to interact with On-Prem Data assets.
That session is a Deep dive into the DMG and the hybrid architecture involved by Power BI and ADF. How does it work ? Security, Firewall, Certificates, Multiple gateways, Admin delegation, Scale out, Disaster Recovery…. All that topics will be covered during that technical session.
The cloud is all the rage. Does it live up to its hype? What are the benefits of the cloud? Join me as I discuss the reasons so many companies are moving to the cloud and demo how to get up and running with a VM (IaaS) and a database (PaaS) in Azure. See why the ability to scale easily, the quickness that you can create a VM, and the built-in redundancy are just some of the reasons that moving to the cloud a “no brainer”. And if you have an on-prem datacenter, learn how to get out of the air-conditioning business!
QuerySurge Slide Deck for Big Data Testing WebinarRTTS
This is a slide deck from QuerySurge's Big Data Testing webinar.
Learn why Testing is pivotal to the success of your Big Data Strategy .
Learn more at www.querysurge.com
The growing variety of new data sources is pushing organizations to look for streamlined ways to manage complexities and get the most out of their data-related investments. The companies that do this correctly are realizing the power of big data for business expansion and growth.
Learn why testing your enterprise's data is pivotal for success with big data, Hadoop and NoSQL. Learn how to increase your testing speed, boost your testing coverage (up to 100%), and improve the level of quality within your data warehouse - all with one ETL testing tool.
This information is geared towards:
- Big Data & Data Warehouse Architects,
- ETL Developers
- ETL Testers, Big Data Testers
- Data Analysts
- Operations teams
- Business Intelligence (BI) Architects
- Data Management Officers & Directors
You will learn how to:
- Improve your Data Quality
- Accelerate your data testing cycles
- Reduce your costs & risks
- Provide a huge ROI (as high as 1,300%)
Join us for a deep dive into Windows Azure. We’ll start with a developer-focused overview of this brave new platform and the cloud computing services that can be used either together or independently to build amazing applications. As the day unfolds, we’ll explore data storage, SQL Azure™, and the basics of deployment with Windows Azure. Register today for these free, live sessions in your local area.
Building Cloud-Native Applications with Microsoft Windows AzureBill Wilder
Cloud computing is here to stay, and it is never too soon to begin understanding the impact it will have on application architecture. In this talk we will discuss the two most significant architectural mind-shifts, discussing the key patterns changes generally and seeing how these new cloud patterns map naturally into specific programming practices in Windows Azure. Specifically this relates to (a) Azure Roles and Queues and how to combine them using cloud-friendly design
patterns, and (b) the combination of relational data and non-relational data, how to decide among them, and how to combine them. The goal is for mere mortals to build highly reliable applications that scale economically. The concepts discussed in this talk are relevant for developers and architects building systems for the cloud today, or who want to be prepared to move to the cloud in the future.
This talk was delivered by Bill Wilder at the Vermont Code Camp 2 on 11-Sept-2010.
Caserta Concepts, Datameer and Microsoft shared their combined knowledge and a use case on big data, the cloud and deep analytics. Attendes learned how a global leader in the test, measurement and control systems market reduced their big data implementations from 18 months to just a few.
Speakers shared how to provide a business user-friendly, self-service environment for data discovery and analytics, and focus on how to extend and optimize Hadoop based analytics, highlighting the advantages and practical applications of deploying on the cloud for enhanced performance, scalability and lower TCO.
Agenda included:
- Pizza and Networking
- Joe Caserta, President, Caserta Concepts - Why are we here?
- Nikhil Kumar, Sr. Solutions Engineer, Datameer - Solution use cases and technical demonstration
- Stefan Groschupf, CEO & Chairman, Datameer - The evolving Hadoop-based analytics trends and the role of cloud computing
- James Serra, Data Platform Solution Architect, Microsoft, Benefits of the Azure Cloud Service
- Q&A, Networking
For more information on Caserta Concepts, visit our website: http://casertaconcepts.com/
As presented to the Milwaukee Alt.Net group on November 21st, 2011.
UPDATE April 19, 2012: added some domain logic organization slides using Fowler's 4 basic patterns.
Being a generalist and being great at what you doIgor Moochnick
What type of skills are best fit for DevOps culture organization.
It is really beneficial for the companies to hire generalists vs specialists (except the very rare cases if their business to provide special knowledge i.e. consultants).
Cloud public or private brings a lot of complexity while adding a lot of flexibility. There are a lot of things to consider while you're operating in this new exciting environment.
Jenkins build servers are becoming business critical systems and accumulating too much craft. The Pipeline Generator and Builder tool allows to turn the pipelines into artifacts that are versioned with the source code and can follow the same development lifecycle.
Epistemic Interaction - tuning interfaces to provide information for AI supportAlan Dix
Paper presented at SYNERGY workshop at AVI 2024, Genoa, Italy. 3rd June 2024
https://alandix.com/academic/papers/synergy2024-epistemic/
As machine learning integrates deeper into human-computer interactions, the concept of epistemic interaction emerges, aiming to refine these interactions to enhance system adaptability. This approach encourages minor, intentional adjustments in user behaviour to enrich the data available for system learning. This paper introduces epistemic interaction within the context of human-system communication, illustrating how deliberate interaction design can improve system understanding and adaptation. Through concrete examples, we demonstrate the potential of epistemic interaction to significantly advance human-computer interaction by leveraging intuitive human communication strategies to inform system design and functionality, offering a novel pathway for enriching user-system engagements.
JMeter webinar - integration with InfluxDB and GrafanaRTTS
Watch this recorded webinar about real-time monitoring of application performance. See how to integrate Apache JMeter, the open-source leader in performance testing, with InfluxDB, the open-source time-series database, and Grafana, the open-source analytics and visualization application.
In this webinar, we will review the benefits of leveraging InfluxDB and Grafana when executing load tests and demonstrate how these tools are used to visualize performance metrics.
Length: 30 minutes
Session Overview
-------------------------------------------
During this webinar, we will cover the following topics while demonstrating the integrations of JMeter, InfluxDB and Grafana:
- What out-of-the-box solutions are available for real-time monitoring JMeter tests?
- What are the benefits of integrating InfluxDB and Grafana into the load testing stack?
- Which features are provided by Grafana?
- Demonstration of InfluxDB and Grafana using a practice web application
To view the webinar recording, go to:
https://www.rttsweb.com/jmeter-integration-webinar
Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024Tobias Schneck
As AI technology is pushing into IT I was wondering myself, as an “infrastructure container kubernetes guy”, how get this fancy AI technology get managed from an infrastructure operational view? Is it possible to apply our lovely cloud native principals as well? What benefit’s both technologies could bring to each other?
Let me take this questions and provide you a short journey through existing deployment models and use cases for AI software. On practical examples, we discuss what cloud/on-premise strategy we may need for applying it to our own infrastructure to get it to work from an enterprise perspective. I want to give an overview about infrastructure requirements and technologies, what could be beneficial or limiting your AI use cases in an enterprise environment. An interactive Demo will give you some insides, what approaches I got already working for real.
Let's dive deeper into the world of ODC! Ricardo Alves (OutSystems) will join us to tell all about the new Data Fabric. After that, Sezen de Bruijn (OutSystems) will get into the details on how to best design a sturdy architecture within ODC.
Accelerate your Kubernetes clusters with Varnish CachingThijs Feryn
A presentation about the usage and availability of Varnish on Kubernetes. This talk explores the capabilities of Varnish caching and shows how to use the Varnish Helm chart to deploy it to Kubernetes.
This presentation was delivered at K8SUG Singapore. See https://feryn.eu/presentations/accelerate-your-kubernetes-clusters-with-varnish-caching-k8sug-singapore-28-2024 for more details.
Slack (or Teams) Automation for Bonterra Impact Management (fka Social Soluti...Jeffrey Haguewood
Sidekick Solutions uses Bonterra Impact Management (fka Social Solutions Apricot) and automation solutions to integrate data for business workflows.
We believe integration and automation are essential to user experience and the promise of efficient work through technology. Automation is the critical ingredient to realizing that full vision. We develop integration products and services for Bonterra Case Management software to support the deployment of automations for a variety of use cases.
This video focuses on the notifications, alerts, and approval requests using Slack for Bonterra Impact Management. The solutions covered in this webinar can also be deployed for Microsoft Teams.
Interested in deploying notification automations for Bonterra Impact Management? Contact us at sales@sidekicksolutionsllc.com to discuss next steps.
Key Trends Shaping the Future of Infrastructure.pdfCheryl Hung
Keynote at DIGIT West Expo, Glasgow on 29 May 2024.
Cheryl Hung, ochery.com
Sr Director, Infrastructure Ecosystem, Arm.
The key trends across hardware, cloud and open-source; exploring how these areas are likely to mature and develop over the short and long-term, and then considering how organisations can position themselves to adapt and thrive.
State of ICS and IoT Cyber Threat Landscape Report 2024 previewPrayukth K V
The IoT and OT threat landscape report has been prepared by the Threat Research Team at Sectrio using data from Sectrio, cyber threat intelligence farming facilities spread across over 85 cities around the world. In addition, Sectrio also runs AI-based advanced threat and payload engagement facilities that serve as sinks to attract and engage sophisticated threat actors, and newer malware including new variants and latent threats that are at an earlier stage of development.
The latest edition of the OT/ICS and IoT security Threat Landscape Report 2024 also covers:
State of global ICS asset and network exposure
Sectoral targets and attacks as well as the cost of ransom
Global APT activity, AI usage, actor and tactic profiles, and implications
Rise in volumes of AI-powered cyberattacks
Major cyber events in 2024
Malware and malicious payload trends
Cyberattack types and targets
Vulnerability exploit attempts on CVEs
Attacks on counties – USA
Expansion of bot farms – how, where, and why
In-depth analysis of the cyber threat landscape across North America, South America, Europe, APAC, and the Middle East
Why are attacks on smart factories rising?
Cyber risk predictions
Axis of attacks – Europe
Systemic attacks in the Middle East
Download the full report from here:
https://sectrio.com/resources/ot-threat-landscape-reports/sectrio-releases-ot-ics-and-iot-security-threat-landscape-report-2024/
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...UiPathCommunity
💥 Speed, accuracy, and scaling – discover the superpowers of GenAI in action with UiPath Document Understanding and Communications Mining™:
See how to accelerate model training and optimize model performance with active learning
Learn about the latest enhancements to out-of-the-box document processing – with little to no training required
Get an exclusive demo of the new family of UiPath LLMs – GenAI models specialized for processing different types of documents and messages
This is a hands-on session specifically designed for automation developers and AI enthusiasts seeking to enhance their knowledge in leveraging the latest intelligent document processing capabilities offered by UiPath.
Speakers:
👨🏫 Andras Palfi, Senior Product Manager, UiPath
👩🏫 Lenka Dulovicova, Product Program Manager, UiPath
Search and Society: Reimagining Information Access for Radical FuturesBhaskar Mitra
The field of Information retrieval (IR) is currently undergoing a transformative shift, at least partly due to the emerging applications of generative AI to information access. In this talk, we will deliberate on the sociotechnical implications of generative AI for information access. We will argue that there is both a critical necessity and an exciting opportunity for the IR community to re-center our research agendas on societal needs while dismantling the artificial separation between the work on fairness, accountability, transparency, and ethics in IR and the rest of IR research. Instead of adopting a reactionary strategy of trying to mitigate potential social harms from emerging technologies, the community should aim to proactively set the research agenda for the kinds of systems we should build inspired by diverse explicitly stated sociotechnical imaginaries. The sociotechnical imaginaries that underpin the design and development of information access technologies needs to be explicitly articulated, and we need to develop theories of change in context of these diverse perspectives. Our guiding future imaginaries must be informed by other academic fields, such as democratic theory and critical theory, and should be co-developed with social science scholars, legal scholars, civil rights and social justice activists, and artists, among others.
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf91mobiles
91mobiles recently conducted a Smart TV Buyer Insights Survey in which we asked over 3,000 respondents about the TV they own, aspects they look at on a new TV, and their TV buying preferences.
DevOps and Testing slides at DASA ConnectKari Kakkonen
My and Rik Marselis slides at 30.5.2024 DASA Connect conference. We discuss about what is testing, then what is agile testing and finally what is Testing in DevOps. Finally we had lovely workshop with the participants trying to find out different ways to think about quality and testing in different parts of the DevOps infinity loop.
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...Ramesh Iyer
In today's fast-changing business world, Companies that adapt and embrace new ideas often need help to keep up with the competition. However, fostering a culture of innovation takes much work. It takes vision, leadership and willingness to take risks in the right proportion. Sachin Dev Duggal, co-founder of Builder.ai, has perfected the art of this balance, creating a company culture where creativity and growth are nurtured at each stage.
2. BlueMetal Capabilities
FOCUS AREAS PLATFORMS APPROACH
Creative & Interactive Services
Deep Discovery & Business Alignment
Apple, Amazon and Leading Platforms
Agile, Small Teams with High Velocity
Mobile Applications
Web & RIA Clients
Integrated Creative & Engineering
Enterprise Collaboration
Social Platforms
Information Management
Open Source Software
Microsoft Platforms
Application Modernization
Server-side Application Components
Private, Public or Hybrid Cloud
Relational Database Engines
Business Analytics and Insights
NoSQL Data Platforms
3. Why work with us?
• Our model is based on a deep connection to our customer’s true needs
̵ We are a relationship-driven partner not a transactional services firm
̵ Our relationships are based on high integrity, ethics & mutual success
̵ Deep discovery “Seek first to understand” – listen, then synthesize
̵ We never lead with a solution - first understand the true business problem then
design the solution that exactly meets the customer’s needs
• Our capabilities approach is unique to marketplace:
̵ Senior level, extremely talented individuals that can operate at high velocity
̵ Team model where we operate at a high rate of speed: force multiplier
̵ Integrated Platform approach where we offer end to end solutions
̵ Differentiated Creative connected to Engineering resulting in shipping what we
design
4. Sweet Spots
Web Related Data, such as user sessions, shopping cart, etc.
Dynamic Entities, such as user-customizable entities, entities
with a large number of optional fields, etc.
Persisted View Models
Large Data Sets - known to scale in excess of 1
terabyte (on a single machine with thousands writes/sec)
and trivial to shard the database across multiple machines
5. Modeling
Stop thinking relational
Start thinking about how your data will be used
Usage scenarios
Optimize for reads? Writes?
Think about your domain objects and business logic in native .Net
(POCO) classes
Deformalize if needed
Reference entities to other entities, or collections of them
Identify aggregate root(s)
6. Modes of operations
Windows Service
Console App (debug mode)
Embedded
IIS App (ASP.NET Service)
On the cloud (Azure, RavenNest)
7. RavenDB Design Guidelines
Self optimizing, zero admin
Eventual consistency
Extensible
Fluent simple API
9. Sessions
Manages UoW (Units of Work)
Cheap to create
Transactional
Manages IDs, tracking
10. Don’t shoot yourself in the foot
Will get you first 128 results (unbounded result set
protection)
Don’t forget to commit your changes by calling
SaveChanges()
30 operations per session (client/server chatter protection)
Automatic batching
No locking
11. Advanced API
2nd level – Session level
3rd level – DatabaseCommands
Document store level
Thin wrapper around HTTP API
NOT Transactional
12. Queries
Strongly typed
Linq
Works against Lucene indexes
Feeds back into index updates
By design, results may be stale, but you’ll know about it
13. Indexes
Dynamic, created on-the-fly - temporary
Becomes static, if you insist (suggested for production)
Rich Actions:
Map
Reduce
Transform (live projections)
Field
Paging
Spatial index
14. Linq Queries
// Filter by property value
var posts = from post in session.Query<BlogPost>()
where post.Subject == "NoSQL Update"
select post;
// Filter by range
var posts = from post in session.Query<BlogPost>()
where post.NumberOfWords > 50
select post;
// Filter by nested (calculated) property
var posts = from post in session.Query<BlogPost>()
where post.Comments.Count > 2
select post;
15. Queries
// Filter by property value
var posts = session.Query<BlogPost>()
.Where(post => post.Subject == "NoSQL Update");
// Filter by range
var posts = session.Query<BlogPost>()
.Where(post => post.NumberOfWords > 50);
// Filter by nested (calculated) property
var posts = session.Query<BlogPost>()
.Where(post => post.Comments.Count > 2);
16. Paging
You can skip and pick any number of entities from the
returned Query result
Use Skip() and Take() to control the size of the result set
// If a Page has 10 records, to get the 4th page -
var posts = session.Query<BlogPost>()
.Skip(30) // Skip 3 pages worth of posts
.Take(10) // Select next page
.ToArray(); // Execute query
17. Efficient loads
Improves normalized data access
Include relevant information with your query results
// Request to include Author with the Post result
var post = session.Include<BlogPost>(post => post.Author.Id)
.Load ("BlogPosts/34");
var author = session.Load<Author>(post.Author.Id);
18. BLOBs / Attachments
Can store and manage large binary BLOBs
// Store BLOB/Attachment
byte[] data = new byte[] { ... };
documentStore.DatabaseCommands.PutAttachment("videos/2",
null, data, new RavenJObject {{"Title", "Birthday song"}});
// Get BLOB/Attachment
var attachment =
documentStore.DatabaseCommands.GetAttachment("videos/1");
19. Polymorphism For more watch webcast …
No required inheritance association
// Query against unified index
var result = session.Query<dynamic,
EverytingByName>();
foreach (dynamic animal in result)
Console.WriteLine(animal.Name);
21. Plugins
// RavenDB plugin
public class DocSize : RequestResponder
{
public override void Respond(IHttpContext context)
{ ... }
public override string UrlPattern
{ get { return "/blobsize/(.+)"; } }
public override string[] SupportedVerbs
{ get { return new[] {"GET"}; } }
}
22. Bundles
Drop-in plugins (MEF, .NET)
Write your own
Available
Authentication
Authorization
Cascade delete
Expiration
Quotas
Replication
Versioning
23. Replication Between Servers
Implemented as a plug-in (Raven.Bundles.Replication.dll)
Tracks the server the document was originally written on.
The replication bundle uses this information to determine if
a replicated document is conflicting with the existing
document.
Supported by the client API
Detects that an instance is replicating to another set of instances.
When that instance is down, will automatically shift to the other
instances.
24. Replication to Relational DB
Given this document…
And this index…
Gives this table output
http://ravendb.net/bundles/index-replication
25. Sharding
Sharding refers to horizontal partitioning
of data across multiple machines.
The idea is to split the load across many commodity machines,
instead of buying huge expensive machines.
Raven has full support for sharding, and you can utilize
sharding out of the box.
27. Learn More!
Raven DB Home Page
http://ravendb.net/
Raven DB: An Introduction
http://www.codeproject.com/KB/cs/RavenDBIntro.aspx
Herding Code 83: Ayende Rahien on RavenDB
http://herdingcode.com/?p=255
Raven posts from Ayende Rahien
http://ayende.com/Blog/category/564.aspx
Raven posts from Rob Ashton
http://codeofrob.com/category/13.aspx
RavenDB - The Lost Session
Editor's Notes
http://ravendb.net/
curl -X PUT http://localhost:8080/indexes/byEmail -d "{ Map: 'from doc in docs where doc.email != null select new {doc.email, count = 1 };' , Reduce: 'from result in results group result by result.email into g select new { email = g.Key, count = g.Sum(x=>x.count) } '}"