Thursday, 6 April 2023

Cisco Catalyst IE3100 Rugged Series switches: Big benefits, small footprint

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Now making its entrance is our latest and most compact industrial managed Ethernet switch, the Catalyst IE3100 Rugged Series. First announced in February 2023, these switches are now shipping and are ready to power your industrial networks, especially in space-constrained deployments, where every inch matters.

Part of a powerhouse family


The Catalyst IE3100 is the latest addition to our comprehensive family of industrial switches—a family that includes switches in various form factors, such as rack-mount, DIN rail mount, IP67 rated, and embedded. These ruggedized switches can resist extreme temperatures, shocks, vibration, and humidity. They are specifically developed for industrial IoT networks and deliver deterministic and extremely fast resiliency for uninterrupted operations.

The Catalyst IE3100 complements the Catalyst IE3x00 family of switches that include the Catalyst IE3200, IE3300, and IE3400. The Catalyst IE3x00 family of switches are DIN rail-mounted and run the same modern IOS-XE operating system that powers our Catalyst 9000 Series enterprise switches. This family features Gigabit Ethernet copper and fiber interfaces, fast convergence in case of failure, and additional enhanced features such as Layer 2 NAT, which makes them a popular choice among many verticals such as manufacturing, roadways, railways, utilities, ports and terminals, mining, and oil and gas.

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Stand-out features


In addition to combining the power of Cisco IOS XE with built-in security and Cisco DNA Center for simplified management, the Catalyst IE3100 allows customers to use existing IT investments and knowledge while offering targeted functionality expected by industrial IoT customers, such as:

1. Compact size. Reduce engineering efforts and cost when designing cabinets and other deployment considerations.

2. Fully managed. Administer with Cisco DNA Center for streamlined network management and increased network and device visibility while reducing downtime for routine maintenance.

3. Extend IT practices into your industrial network with IOS XE built-in security, and seamlessly integrate into Cisco security solutions with Cisco Identity Services Engine (ISE), Secure Network Analytics (Stealthwatch), and SecureX. Use 802.1x-based authentication, downloadable ACL lists, and dynamic VLAN assignments for network segmentation to reduce cybersecurity risk.

4. OT mindset. Integrate effortlessly into your industrial network with the features you need, such as L2 NAT for machine builders, IT and OT redundancy protocols, support for EtherNet/IP (CIP), Modbus, PROFINET, SCADA, and more.

5. Flexible deployments.Take advantage of 6, 10, or 20 Gigabit Ethernet ports with two Gigabit SFP uplink ports or two Gigabit combo uplink ports.

Use cases


Too often, unmanaged switches find their way into industrial networks, but such equipment falls short in delivering what today’s enterprises need. Unmanaged switches cannot enforce policies or prioritize or segment traffic, their open ports create security risks, and network monitoring proves difficult. In short, they cannot deliver what is needed.

Being fully managed, the Catalyst IE3100 is in control of the endpoints that get connected, how the data is prioritized for quality of service (QoS), and how the traffic is separated by VLANs. Therefore, it is a strong alternative over unmanaged switches. It is especially beneficial for machine builders who make complex, custom-built turnkey solutions, such as robots and conveyor belts, which have connected devices within their assemblies. The end users will appreciate that these solutions can seamlessly fit within their networks with improved control and an enhanced security posture.

The Catalyst IE3100 is an excellent choice for deployments in confined spaces. Space is a common consideration in cabinets that house several pieces of control equipment in addition to networking, such as those used at roadway intersections, at manufacturing plants, next to railroad tracks, and in solar and wind farms. The ability to use smaller enclosures helps to reduce engineering effort and cost.

Planning space-constrained deployments in industrial settings no longer requires a compromise between size, manageability, and security. With the Cisco Catalyst IE3100 Rugged Series Switches, OT teams can connect more devices, secure them with confidence, and manage them with limitless agility.

The Catalyst IE3100 is the most compact switch in our managed Industrial Ethernet portfolio for your space-constrained use cases.

Source: cisco.com

Tuesday, 4 April 2023

Scaling the Internet for the Future With 800G Innovations

Working out at the gym. Waiting in the doctor’s office. Shopping in the grocery aisle. Meeting in the conference room. With digital transformation, these types of activities are increasingly now hybrid, with many virtual options. At the same time, the demand for insights with AI/ML applications are growing, from generative AI and chatbots to medical diagnostics/treatment and fraud detection.


The rising use of online applications and analytics is generating large amounts of data that need to be moved swiftly, and as a result, users and devices are demanding more bandwidth. According to GSMA, 5G connections will grow to 5 billion by 2030. Analysys Mason forecasts that there will be 6.2 billion fixed and mobile connected IoT devices by 2030, up from nearly 1.8 billion at the end of 2020.

Adoption of 1G+ broadband also continues to grow rapidly. Based on the latest OpenVault Broadband Insights Report, average per-subscriber broadband consumption approached a new high of nearly 600 GB per month at the end of 2022 and the percentage of subscribers provisioned for gigabit speeds more than doubled Y/Y to 26%. What’s even more interesting is that the percentage of power users consuming 1TB or more per month was 18.7% Y/Y, and “super power users” consuming 2TB or more per month grew 25% Y/Y in Q4CY22.

Analysys Mason forecasts global fixed internet and cellular data volumes to rise to a combined total of 18.5 zettabytes (one zettabyte = one trillion gigabytes) worldwide by 2028 – nearly 3 times what it was in 2022.

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Network Implications


What does this all mean? High-speed broadband and 5G mobile access are enabling users to consume more bandwidth, and seem to be driving “induced demand”, where, in this case, increasing the bandwidth supply can create more demand.

In particular, video is highly bandwidth-intensive and continues to dominate traffic patterns, whether for entertainment or real-time communications. For example, depending on the quality, short-form videos can add up to 300MB to 800MB per hour, a videoconference call can consume from 800MB to 2G/hour and streaming video can generate 2G to 7GB/hour.

Given these traffic rates, service providers and cloud operators are looking to scale for today and the future to keep up with user demands. Delivering high-quality user experiences is important for providers, and relies on a network infrastructure that can have the capacity and control to provide high-quality services.

Growing network capacity can require adding more line cards to modular routing systems as well as more routers, which can drive up complexity and space consumption with more hardware expansion. For example, scaling to 230T aggregate throughput using 115.2T modular platforms could require up to six systems, which is estimated to be nearly 80 kW power consumption.

What if you could double the performance of your phone, without replacing it entirely? At Cisco, we have made investments to help scale routers without complete replacement or sacrificing simplicity and operational efficiency.

New Cisco 800G Innovations


With market-leading densities and space efficiency through the industry’s first 28.8T line card powered by the Silicon One P100 ASIC, we are introducing 800G capability to the modular Cisco 8000 Series Router, which can scale to 230T in a 16 RU form factor with the 8-slot Cisco 8808, and up to 518T in the 18-slot chassis. At up to 15T/RU, we estimate that our dense core and spine solutions can deliver industry-leading bandwidth capacity and space savings, with up to double the capacity of competing single chassis platforms and up to 6x more space efficient compared to distributed chassis solutions.

These new line cards can support 36xQSFP-DD800 ports, which can enable the use of 2x400G and 8x100G breakout optics, and deliver market-leading densities with 72x400G ports or 288x100G ports per slot. The reason we can double the density is because the P100 uses state-of-the-art 100G SerDes technology that can achieve higher bandwidth speeds in the same footprint.

Instead of six 400G modular systems, one 800G 8-slot modular system can achieve 230T with up to 83% space savings, up to 68% energy savings or ~215,838 kg CO2e/year ~GHG savings. To put it in perspective, these carbon savings are the equivalent of recycling 115 tons of waste a year instead of going into landfills.

In addition to sustainability and operational cost benefits, our customers can also protect their pluggable optics investments since Cisco QSFP-DD 800G can support backward compatibility to lower-speed QSFP-DD and QSFP modules.

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Operational Simplicity


Doubling the density in the same footprint can also mean less hardware to manage, which can help simplify operations. Managing traffic with a high-speed network might seem challenging, so we’re also providing more visibility, granular and scalable services health monitoring, closed-loop network optimization and faster provisioning with Cisco Crosswork Network Automation. These capabilities help customers consistently meet SLAs, reduce operational costs and time-to-market with service delivery.

We’re also introducing new IOS XR Segment Routing innovations with Path Tracing, which can give customers hop-by-hop visibility into where packets are flowing to help detect and troubleshoot issues quickly and enable better customer outcomes on agility and cost reduction.

Another way Cisco is helping simplify networks is through our award-winning Cisco Routed Optical Networking architecture. By converging IP and optical layers, platforms such as the Cisco 8000, can support IP and private line services through coherent pluggable optics, advanced intelligence with segment routing, and multi-domain/multivendor automation with Crosswork Network Automation. We’re striving to help our customers reduce costs while optimizing operations.

Use Cases


Given that traffic volumes are increasing, higher capacity is needed at the network intersection points, such as in the core. These core networks are in the IP backbone and metro regions, where we’re seeing more traffic concentrating, as applications and services move closer to the user, user access speeds increase with fiber and 5G, and functionality such as peering, subscriber management and CDN get distributed locally.

To avoid traffic jams with network congestion, a scalable metro core is needed to transport all traffic types, particularly high-bandwidth latency-sensitive traffic. However, metro locations tend to be smaller with tighter space constraints, which is why space efficiency is critical. Scaling to 800G can help providers address space and traffic demands efficiently with metro applications.

At the same time, IP backbones that interconnect metro networks are important to scale and help reduce bottlenecks. According to Dell’Oro, upgrades with IP backbone networks represent the highest demand for 400G, since the Internet backbone includes both cloud and communications service provider networks that carry traffic with mobile, broadband, and cloud services.

Traffic volumes, which rose during the pandemic, haven’t gone back to pre-pandemic levels as was expected, driven by remote/hybrid work and learning, which Dell’Oro believes is also driving the need for more network investment. And as Sandvine points out, “the onslaught of video, compounded by a growing number of applications with greater demands for latency, bandwidth and throughput, is exerting extraordinary pressure on global networks”.

As more people, applications, and devices get connected to global networks, more traffic continues to multiply in data centers, where we’re also seeing higher capacity demands in spine/leaf environments, such as super-spine, in addition to Data Center Interconnect (DCI) and data center WAN/core networks. AI/ML workloads are different from traditional data center traffic because the processors are very high bandwidth devices that can overwhelm networks and impact job completion rates without sufficient spine capacity. Dell’Oro also expects AI/ML workloads need 3x more bandwidth over typical workloads, with stringent requirements for lossless and low-latency networks. As AI/ML clusters grow in system radix and capacity, they require denser spines that can efficiently scale to 28.8T with 72x400G ports in order to avoid chokepoints.

Internet For the Future at 800G Speeds

With our modular 800G systems, we can offer the flexibility to deploy dense Nx400G and Nx100G ports in various use cases and leverage our Flexible Consumption Model (FCM) that supports Pay-as-You-Grow (PAYG) licensing to help with budgeting goals over time.

Saturday, 1 April 2023

Good Friends Say Goodbye as Prime Infrastructure Sunsets

It is with great gratitude and appreciation that we wave goodbye to Cisco Prime Infrastructure. Prime Infrastructure has been helping customers manage their enterprise networks for more than a decade. The first Prime Infrastructure release was in 2011, and the latest and last version of Prime Infrastructure 3.10 was released in September of 2021. On March 31, 2023, Cisco is announcing the End of Life (EoL) for Prime Infrastructure.

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Figure 1 – Prime Infrastructure EoL timeline

Cisco Prime Infrastructure provided comprehensive management of wired/wireless access, campus, and branch networks, as well as rich visibility into end-user connection and assurance of application performance. Prime Infrastructure was the first enterprise product to combine the network management of both wired and wireless under a single management application. Cisco Prime Infrastructure also set and raised an industry bar for compliance and reporting functions for network management systems (NMS).

The rise of Intent-Based Networking (IBN), Software Defined Networking (SDN), automation, AI/ML (AIOps), and the need for visibility into user experience and application experience has given rise to Cisco DNA Center.

Cisco DNA Center


Cisco DNA Center is the next-generation platform and continues to raise the bar on what network management should be. Cisco DNA Center provides the network management capabilities previously delivered by Prime Infrastructure but delivers a wide range of new and additional capabilities:

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Figure 2 – Cisco DNA Center Pillars

Complete network management system: Cisco DNA Center provides a full range of network visibility and monitoring capabilities complete with discovery, hierarchy, topology, and a comprehensive reporting engine. Additionally, Cisco DNA Center provides a comprehensive collection of “360 views” offering insightful perspectives into overall network health, device health, user health, and application health.

AI/ML analytics platform: Cisco DNA Center leverages Cisco’s industry-leading AI network analytics engine, which brings together machine learning, clustering, machine reasoning, visual analytics, and decades of Cisco networking expertise. This results in the ability to deliver Dynamic Baselining, Personalized Anomaly Detection, Trends, Insights, Comparative Analytics, and Predictive Analytics.  This power combination puts Cisco DNA Center at the forefront of AIOps with unparalleled assurance capabilities.

Automation and Orchestration engine: Cisco DNA Center offers many automation workflows from device upgrades to configuration compliance, automated device onboarding, and troubleshooting. With Cisco DNA Center automation, customers have been able to gain efficiency, consistency, and scalability.

Software Defined Network (SDN): Cisco DNA center enables customers to deploy the Software Defined Access (SDA) with a fabric-based solution enabling a complete zero trust model with macro or micro-segmentation and eliminating many Layer2 limitations and dependencies often seen in legacy networks.

Endpoint identification engine, Cisco DNA Center provides advanced capabilities to identify and profile endpoints on the network providing next-generation endpoint visibility with AI-driven analytics and network-driven deep packet inspection.

Migration Options


Prime Infrastructure customers have two migration paths:

◉ Customer Managed Solution with Cisco DNA Center
◉ Cloud SaaS Managed solution with the Cisco Meraki Dashboard

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Figure 3 – Cisco Network Management Options

For Prime Infrastructure customers who have not migrated to Cisco DNA Center, now is the time to start your migration to the new platform. Cisco provides the ability to run Cisco DNA Center in 3 form factors:

◉ Physical Appliance
◉ Virtual Appliance hosted on AWS public cloud
◉ Virtual Appliance hosted on a private cloud using VMware/ESXi

Migration Tools


Cisco has made available several tools to ease the migration process:

PDART – Prime to DNA Assessment Readiness Tool, you can run this tool on your Prime Infrastructure to check your migration readiness based on your specific Prime utilization.

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Figure 4 – Cisco PDART Report Example

PDMT – Prime to DNA Migration Tool, this tool will automate the migration process by migrating your hierarchy, devices, maps, AP locations, and various other data elements to accelerate the migration from Prime to Cisco DNA Center and enable the customers to begin leveraging the value and advanced capabilities of Cisco DNA Center quickly.

Migration Services


Cisco offers a range of services to assist customers with the Prime Infrastructure to Cisco DNA migration; for more information about migration services, please contact your account team.

Source: cisco.com

Thursday, 30 March 2023

Failing Forward – What We Learned at Cisco from a “Failed” Digital Orchestration Pilot


You speak to a customer representative, and they tell you one thing.

You log into your digital account and see another.

You receive an email from the same company that tells an entirely different story.

At Cisco, we have been working to identify these friction points and evaluating how we can orchestrate a more seamless experience—transforming the customer, partner, and seller experience to be prescriptive, helpful – and, most importantly, simple. This is not an easy task when working in the complexity of environments, technologies, and client spaces that Cisco does business in, but it is not insurmountable.

We just closed out a year-long pilot of an industry-leading orchestration vendor, and by all measures – it failed. In The Lean Startup Eric Ries writes, “if you cannot fail, you cannot learn.” I fully subscribe to this perspective. If you are not willing to experiment, to try, to fail, and to evaluate your learnings, you only repeat what you know. You do not grow. You do not innovate. You need to be willing to dare to fail, and if you do, to try to fail forward.

So, while we did not renew the contract, we did continue down our orchestration journey equipped with a year’s worth of learnings and newly refined direction on how to tackle our initiatives.

Our Digital Orchestration Goals


We started our pilot with four key orchestration use cases:

1. Seamlessly connect prescriptive actions across channels to our sellers, partners, and customers.
2. Pause and resume a digital email journey based on triggers from other channels.
3. Connect analytics across the multichannel customer journey.
4. Easily integrate data science to branch and personalize the customer journey.

Let’s dive a bit deeper into each. We’ll look at the use case, the challenges we encountered, and the steps forward we are taking.

Use Case #1: Seamlessly connect prescriptive actions across channels to our sellers, partners, and customers.


Today we process and deliver business-defined prescriptive actions to our customer success representatives and partners when we have digitally identified adoption barriers in our customer’s deployment and usage of our SaaS products.

In our legacy state, we were executing a series of complex SQL queries in Salesforce Marketing Cloud’s Automation Studio to join multiple data sets and output the specific actions a customer needs. Then, using Marketing Cloud Connect, we wrote the output to the task object in Salesforce CRM to generate actions in a customer success agent’s queue. After this action is written to the task object, we picked up the log in Snowflake, applied additional filtering logic and wrote actions to our Cisco partner portal – Lifecycle Advantage, which is hosted on AWS.

There are several key issues with this workflow:

◉ Salesforce Marketing Cloud is not meant to be used as an ETL platform; we were already encountering time out issues.
◉ The partner actions were dependent on the seller processing, so it introduced complexity if we ever wanted to pause one workflow while maintaining the other.
◉ The development process was complex, and it was difficult to introduce new recommended actions or to layer on additional channels.
◉ There was no feedback loop between channels, so it was not possible for a customer success representative to see if a partner had taken action or not, and vice versa.

Thus, we brought in an orchestration platform – a place where we can connect multiple data sources through APIs, centralize processing logic, and write the output to activation channels. Pretty quickly in our implementation, though, we encountered challenges with the orchestration platform.

The Challenges

◉ The complexity of the joins in our queries could not be supported by the orchestration platform, so we had to preprocess the actions before they entered the platform and then they could be routed to their respective activation channels. This was our first pivot. In our technical analysis of the platform, the vendor assured us that our queries could be supported in the platform, but in actual practice, that proved woefully inaccurate. So, we migrated the most complex processing to Google Cloud Platform (GCP) and only left simple logic in the orchestration platform to identify which action a customer required and write that to the correct activation channel.
◉ The user interface abstracted parts of the code creating dependencies on an external vendor. We spent considerable time trying to decipher what went wrong via trial and error without access to proper logs.
◉ The connectors were highly specific and required vendor support to setup, modify, and troubleshoot.

Our Next Step Forward

These three challenges forced us to think differently. Our goal was to centralize processing logic and connect to data sources as well as activation channels. We were already leveraging GCP for preprocessing, so we migrated the remainder of the queries to GCP. In order to solve for our need to manage APIs to enable data consumption and channel activation, we turned to Mulesoft. The combination of GCP and Mulesoft helped us achieve our first orchestration goal while giving us full visibility to the end-to-end process for implementation and support.

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Orchestration Architecture

Use Case #2: Pause and resume a digital email journey based on triggers from other channels.


We focused on attempting to pause an email journey in a Marketing Automation Platform (Salesforce Marketing Cloud or Eloqua) if a customer had a mid-to-high severity Technical Assistance Center (TAC) Case open for that product.

Again, we set out to do this using the orchestration platform. In this scenario, we needed to pause multiple digital journeys from a single set of processing logic in the platform.

The Challenge

We did determine that we could send the pause/resume trigger from the orchestration platform, but it required setting up a one-to-one match of journey canvases in the orchestration platform to journeys that we might want to pause in the marketing automation platform. The use of the orchestration platform actually introduced more complexity to the workflow than managing ourselves.

Our Next Step Forward

Again, we looked at the known challenge and the tools in our toolbox. We determined that if we set up the processing logic in GCP, we could evaluate all journeys from a single query and send the pause trigger to all relevant canvases in the marketing automation platform – a much more scalable structure to support.

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Sample of Wait Until Event used in Journey Builder

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Wait Until API Configuration

Another strike against the platform, but another victory in forcing a new way of thinking about a problem and finding a solution we could support with our existing tech stack. We also expect the methodology we established to be leveraged for other types of decisioning such as journey prioritization, journey acceleration, or pausing a journey when an adoption barrier is identified and a recommended action intervention is initiated.

Use Case #3: Connect analytics across the multichannel customer journey.


We execute journeys across multiple channels. For instance, we may send a renewal notification email series, show a personalized renewal banner on Cisco.com for users of that company with an upcoming renewal, and enable a self-service renewal process on renew.cisco.com. We collect and analyze metrics for each channel, but it is difficult to show how a customer or account interacted with each digital entity across their entire experience.

Orchestration platforms offer analytics views that display Sankey diagrams so journey strategists can visually review how customers engage across channels to evaluate drop off points or particularly critical engagements for optimization opportunities.

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Sample of a Sankey Diagram

The Challenge

◉ As we set out to do this, we learned the largest blocker to unifying this data is not really a challenge an orchestration platform innately solves just through executing the campaigns through their platform. The largest blocker is that each channel uses different identifiers for the customer. Email journeys use email address, web personalization uses cookies associated at an account level, and the e-commerce experience uses user ID login. The root of this issue is the lack of a unique identifier that can be threaded across channels.
◉ Additionally, we discovered that our analytics and metrics team had existing gaps in attribution reporting for sites behind SSO login, such as renew.cisco.com.
◉ Finally, since many teams at Cisco are driving web traffic to Cisco.com, we saw a large inconsistency with how different teams were tagging (and not tagging) their respective web campaigns. To be able to achieve a true view of the customer journey end to end, we would need to adopt a common language for tagging and tracking our campaigns across business units at Cisco.

Our Next Step Forward

Our team began the process to adopt the same tagging and tracking hierarchy and system that our marketing organization uses for their campaigns. This will allow our teams to bridge the gap between a customer’s pre-purchase and post-purchase journeys at Cisco—enabling a more cohesive customer experience.

Next, we needed to tackle the data threading. Here we identified what mapping tables existed (and where) to be able to map different campaign data to a single data hierarchy. For this particular example for renewals, we needed to tackle three different data hierarchies:

1. Party ID associated with a unique physical location for a customer who has purchased from Cisco
2. Web cookie ID
3. Cisco login ID

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Data mapping exercise for Customer Journey Analytics

With the introduction of consistent, cross Cisco-BU tracking IDs in our Cisco.com web data, we will map a Cisco login ID back to a web cookie ID to fill in some of the web attribution gaps we see on sites like renew.cisco.com after a user logs in with SSO.

Once we had established that level of data threading, we could develop our own Sankey diagrams using our existing Tableau platform for Customer Journey Analytics. Additionally, leveraging our existing tech stack helps limit the number of reporting platforms used to ensure better metrics consistency and easier maintenance.

Use Case #4: Easily integrate data science to branch and personalize the customer journey.


We wanted to explore how we can take the output of a data science model and pivot a journey to provide a more personalized, guided experience for that customer. For instance, let’s look at our customer’s renewal journey. Today, they receive a four-touchpoint journey reminding them to renew. Customers can also open a chat or have a representative call or email them for additional support. Ultimately, the journey is the same for a customer regardless of their likelihood to renew. We have, however, a churn risk model that could be leveraged to modify the experience based on high, medium, or low risk of churn.

So, if a customer with an upcoming renewal had a high risk of churn, we could trigger a prescriptive action to escalate to a human for engagement, and we could also personalize the email with a more urgent message for that user. Whereas a customer with a low risk for churn could have an upsell opportunity weaved into their notification or we could route the low-risk customers into advocacy campaigns.

The goals of this use case were primarily:

1. Leverage the output of a data science model to personalize the customer’s experience
2. Pivot experiences from digital to human escalation based on data triggers.
3. Provide context to help customer agents understand the opportunity and better engage the customer to drive the renewal.

The Challenge

This was actually a rather natural fit for an orchestration platform. The challenge we entered here was the data refresh timing. We needed to refresh the renewals data to be processed by the churn risk model and align that with the timing of the triggered email journeys. Our renewals data was refreshed at the beginning of every month, but we hold our sends until the end of the month to allow our partners some time to review and modify their customers’ data prior to sending. Our orchestration platform would only process new, incremental data and overwrite based on a pre-identified primary key (this allowed for better system processing to not just overwrite all data with every refresh).

To get around this issue, our vendor would create a brand new view of the table prior to our triggered send so that all data was newly processed (not just any new or updated records). Not only did this create a vendor dependency for our journeys, but it also introduced potential quality assurance issues by requiring a pre-launch update of our data table sources for our production journeys.

Our Next Step Forward

One question we kept asking ourselves as we struggled to make this use case work with the orchestration platform—were we overcomplicating things? The two orchestration platform outputs of our attrition model use case were to:

1. Customize the journey content for a user depending on their risk of attrition.
2. Create a human touchpoint in our digital renewal journey for those with a high attrition risk.

For number one, we could actually achieve that using dynamic content modules within SalesForce Marketing Cloud if we simply added a “risk of attrition” field to our renewals data extension and created dynamic content modules for low, medium, and high risk of attrition values. Done!

For number two, doesn’t that sound sort of familiar? It should! It’s the same problem we wanted to solve in our first use case for prescriptive calls to action. Because we already worked to create a new architecture for scaling our recommended actions across multiple channels and audiences, we could work to add a branch for an “attrition risk” alert to be sent to our Cisco Renewals Managers and partners based on our data science model. A feedback loop could even be added to collect data on why a customer may not choose to renew after this human connection is made.

Finding Success


At the end of our one-year pilot, we had been forced to think about the tactics to achieve our goals very differently. Yes, we had deemed the pilot a failure – but how do we fail forward? As we encountered each challenge, we took a step back and evaluated what we learned and how we could use that to achieve our goals.

Ultimately, we figured out new ways to leverage our existing systems to not only achieve our core goals but also enable us to have end-to -end visibility of our code so we can set up the processing, refreshes, and connections exactly how our business requires.

Now – we’re applying each of these learnings. We are rolling out our core use cases as capabilities in our existing architecture, building an orchestration inventory that can be leveraged across the company – a giant step towards success for us and for our customers’ experience. The outcome was not what we expected, but each step of the process helped propel us toward the right solutions.

Source: cisco.com

Tuesday, 28 March 2023

Cisco Modeling Labs 2.5: Now with Resource Limiting

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Whether you’re using a large virtual machine or beefy hardware server, running labs with a lot of nodes or labs with resource-hungry nodes in Cisco Modeling Labs (CML) can require a lot of memory/RAM and CPUs. But this can become especially problematic in a multi-user system—until now.

Cisco Modeling Labs offers a new feature called resource limiting, available now in CML 2.5 for Enterprise and Higher Education. Read on to learn more about resource limiting, how to set up resource limits in CML 2.5, and what you need to know as you configure the new feature on your CML server or cluster.

What is resource limiting in CML 2.5?


Resource limiting is one of the new features of the CML 2.5 release. The basic idea here is to limit the resources an individual user or group of users can consume with an administrative policy configured on the CML server or cluster. Since this feature only makes sense within a multi-user system, resource limiting is only available in CML Enterprise and CML for Higher Education. Obviously, there is no reason to have a single user restrict themselves.  

Resources on a CML deployment, defined

Prior to the introduction of resource limiting, a user could grab all resources on a CML deployment. And, as a result, other users were unable to launch their labs and nodes.

For context, resources in a CML deployment refer to: 

◉ Memory 
◉ CPU cores 
◉ Node licenses 
◉ External connectors 

The first three elements of this list are indeed resources with limited availability. The external connectors, however, can be restricted from a policy point of view. Even though external connectors are almost free in terms of memory and CPU cost, it can make sense to restrict their usage for different users/groups. 

How to configure CML resource limits


By default, no resource limits are present. An administrator can put resource limits in place by creating resource pools, which then are assigned to a user or group of users. 

Create and assign resource pools


You can manage resource pools by navigating to Tools → System Administration → Resource Pools.

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From there, you can create and assign pools. The system differentiates between a template and an actual pool, which is always based on a template and has a user or multiple users connected to it. 

When assigning a template to a group of users, all users of this group will be in one of these two categories: 

◉ They’ll be assigned an individual pool cloned from the chosen template.  
◉ They’ll share the same pool cloned from the chosen template. 

The shared pool switch controls this assignment, as the following screenshot shows: 

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When adding CML users to the resource pool (via the Next step button in the Add workflow), the administrator can choose which users (or groups of users) are assigned to the pool, as shown in the following screenshot: 

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Create and define your template(s)


Resource pools are always based on a template. This also means that, at the very minimum, you must configure one underlying template (a base template) first. Templates allow us to automatically associate a new resource pool with a new user, whether they are manually created by an administrator or when they are created based on a new lightweight directory access protocol (LDAP) user login. 

Templates also allow you to quickly change a setting for all the pools inherited from a template. In addition, you can override values for individual pools.  That is, the values in the individual pool take precedence over the values defined in the individual pool’s template. 

When a pool has multiple users assigned, then all users share the resources configured in this pool. 

Limit access to external connectors 


External connectors provide outside connectivity. In shared environments with additional network interface cards (NICs), which connect to different outside networks, you might want to control which user or group has access to which outside networks. You can also achieve this by leveraging resource limiting.

A resource pool can define which external network configuration is allowed or denied. As shown in the following screen shot, the administrator can give users of this resource pool one of two options:  

◉ They can use no external connector at all (see: Block all). 
◉ They can decide which specific external connector configuration to use by selecting the appropriate one

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In the absence of a specific external connector limit, users with this policy can select all existing external connectors. 

How to check resource usage 


The administrator, as well as individual users, can check the resource limit status. For administrators, the overall system state is shown. (For example, all existing resource pools, including their current usage.) The resource limit use is available via the Tools → Resource limits menu entry, as the following graphic shows: 

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Here, the administrator sees that there are two pools and that node licenses are in use in the pool named Max50. In addition, the CPU and Memory usage of that pool also appears. However, since the usage is not limited, the bar appears in gray. The external connector and user column show the external connectors the pool is using and the users assigned to the pool, respectively. 

As for the users, their view appears in the following graphic (also via Tools → Resource limits): 

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Node licenses are limited, 6 out of 50 or 12% are in use, and 13 CPU cores and 6.5GB of memory are in use. Both CPUs and RAM are not limited, indicated by the infinity symbol in the gauge.

NOTE: Resource limiting does not check for over-subscription. In other words: If the CML system has, for example, 32 CPUs, and the administrator puts a 64 CPU limit into a pool, then the system would not prevent this. It is up to the administrator to put reasonable limits in place! 

Consequently, if no limit is put in place, resources are obviously not infinite. 

Highlights and benefits of CML 2.5 resource limits


The new resource limiting feature of Cisco Modeling Labs 2.5 provides a granular way to ensure fair consumption of resources on a shared system. In addition, it allows better policy control and is also a useful way to quickly determine resource usage by users or groups of users via the Resource Limits status page.

Source: cisco.com

Monday, 27 March 2023

Everything You Need to Know About Cisco 300-215: The Exam and Certification Guide

Are you planning to take the Cisco 300-215 exam to enhance your career prospects as a security engineer? If yes, then this article is for you. This article will cover all the essential information you need to know about the Cisco 300-215 exam, including the exam syllabus, preparation tips, and the certification process.

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Know About Cisco 300-215 CBRFIR Exam

Cisco 300-215 CBRFIR exam, also known as Conducting Forensic Analysis and Incident Response Using Cisco Technologies for CyberOps, is designed to test the knowledge and skills of security engineers in conducting forensic analysis and incident response using Cisco technologies. The exam duration is 90 minutes and consists of 55-65 questions.


300-215 CBRFIR Exam Syllabus

The Cisco 300-215 CBRFIR exam syllabus is divided into six domains, each covering different topics related to forensic analysis and incident response. The domains are:

  1. Fundamentals- 20%

  2. Forensics Technique- 20%

  3. Incident Response Techniques- 30%

  4. Forensics Processes- 15%

  5. Incident Response Processes- 15%

Target Audience

The target audience for the Cisco 300-215 certification exam is security engineers who want to specialize in conducting forensic analysis and incident response using Cisco technologies. This certification is ideal for professionals protecting and securing organizational assets, including networks, endpoints, and data.


The certification is also suitable for professionals who want to enhance their knowledge and skills in forensic analysis and incident response, regardless of their current job title or industry. It can benefit professionals in various fields, including:

  • Cybersecurity: Cybersecurity professionals who want to specialize in conducting forensic analysis and incident response using Cisco technologies can benefit from earning the Cisco 300-215 certification. It demonstrates their expertise and enhances their credibility in the field.
  • IT Operations: IT operations professionals responsible for managing and securing IT infrastructure can benefit from earning the Cisco 300-215 certification. It gives them the necessary knowledge and skills to effectively detect and respond to security incidents.
  • Law Enforcement: Law enforcement professionals who are involved in investigating cybercrime can benefit from earning the Cisco 300-215 certification. It gives them the necessary knowledge and skills to conduct forensic analysis and incident response using Cisco technologies.
  • Compliance: Compliance professionals are responsible for ensuring that organizations that comply with regulatory requirements can benefit from earning the Cisco 300-215 certification. It provides them with the necessary knowledge and skills to conduct forensic analysis and incident response to meet regulatory requirements.

300-215 Certification Process

After passing the Cisco 300-215 exam, you will receive the Cisco Certified CyberOps Professional certification. This certification validates your knowledge and skills in conducting forensic analysis and incident response using Cisco technologies. You can use this certification to enhance your career prospects in cybersecurity and related fields.

Top 5 Cisco 300-215 CBRFIR Preparation Tips

Preparing for the Cisco 300-215 CBRFIR exam requires a comprehensive study plan and a structured approach. Here are some tips to help you prepare for the exam:


1. Study the Exam Syllabus:

The exam syllabus is your roadmap to success. Make sure to study each domain thoroughly and understand the topics covered.


2. Use Study Materials:

Cisco provides official study materials, including books, videos, and practice tests, to help you prepare for the exam. You can also use third-party study materials from reputable sources.


3. Practice, Practice, Practice:

Practice is essential to passing the exam. Use practice tests to assess your knowledge and identify areas of improvement.


4. Join Study Groups:

Studying groups can help you learn from other candidates and share your knowledge and experiences.


5. Latest 300-215 Questions:

300-215 exam questions are confidential and not publicly available. Candidates should study the exam objectives and topics thoroughly and keep up with the latest trends and technologies in forensic analysis and incident response to prepare effectively for the exam.

Cisco 300-215 CBRFIR Benefits

Cisco 300-215 certification is a valuable asset for security engineers who want to specialize in conducting forensic analysis and incident response using Cisco technologies. Here are some of the benefits of earning this certification:

  • Career Advancement: Cisco 300-215 certification is recognized by industry leaders and can help you advance your career in cybersecurity and related fields. It demonstrates your knowledge and skills in conducting forensic analysis and incident response using Cisco technologies, making you a valuable asset to any organization.
  • Competitive Edge: The cybersecurity industry is highly competitive, and earning Cisco 300-215 certification can give you a competitive edge over other candidates. It shows you have the necessary knowledge and skills to perform the job at a high level.
  • Enhanced Skills and Knowledge: Preparing for the Cisco 300-215 exam requires a comprehensive study plan and a structured approach. Studying for the exam will enhance your skills and knowledge in conducting forensic analysis and incident response using Cisco technologies.
  • Increased Earning Potential: According to PayScale, the average salary for a security engineer with Cisco Certified CyberOps Professional certification is around $106k annually. Earning this certification can increase your earning potential and lead to higher-paying job opportunities.
  • Professional Development: Cisco 300-215 certification is valuable to your professional portfolio and can help you stand out in the job market. It demonstrates your commitment to professional development and lifelong learning.

Cisco 300-215 Scope


The Cisco 300-215 CBRFIR exam covers various topics related to conducting forensic analysis and incident response using Cisco technologies. The exam syllabus is divided into six domains, each covering different areas of expertise. Here is an overview of the scope of the Cisco 300-215 exam:

  • Fundamentals of Forensic Analysis and Incident Response: This domain covers the basic concepts and principles of forensic analysis and incident response. It includes forensic investigation, evidence collection, and legal considerations.
  • Network Forensics and Traffic Analysis: This domain covers network-based forensic analysis and incident response. It includes network traffic analysis, protocol analysis, and intrusion detection and prevention.
  • Endpoint Forensics and Analysis: This domain covers endpoint-based forensic analysis and incident response. It includes malware analysis, memory forensics, and disk forensics.
  • Incident Response: This domain covers incident response procedures and methodologies. It includes incident detection and analysis, classification and prioritization, and incident response planning.
  • Incident Handling: This domain covers the practical aspects of incident handling. It includes containment, eradication, recovery, and communication and coordination with stakeholders.
  • Incident Response Teams: This domain covers the organization and management of incident response teams. It includes team roles and responsibilities, incident response plan development and maintenance, and incident response team training and exercises.

The Cisco 300-215 exam covers various topics related to forensic analysis and incident response using Cisco technologies. The domains cover the field's theoretical and practical aspects, making it a comprehensive certification for security engineers.


Conclusion

The Cisco 300-215 CBRFIR exam is an essential certification for security engineers who want to specialize in conducting forensic analysis and incident response using Cisco technologies. Following the tips and guidelines in this article, you can prepare for the exam and pass it with flying colors.

Good luck!