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Auckland’s giant new data centres – and the power they’ll chug – New Zealand Herald

DCI Data Centres CEO Malcolm Roe, Digital Economy Minister David Clark and Brookfield managing director Udhay Mathialagan turn the sod for 'AKL02', a $400 million data centre campus that will be built in Albany on Auckland's North Shore. Video / NZ Herald

Power-hungry hyperscale data centres have begun springing up around northwest Auckland. And more - many more - are on the way.

Collectively, theyll consume about 200 megawatts of electricity at peak usage - roughly the amount required to power some 200,000 homes. For context, average demand in Auckland today is about 1700MW.

These are huge server farms for the cloud in cloud computing. When you use the likes of Zoom or Microsoft 365, play Fortnite or stream Netflix, its served from a data centre.

Having giant data centres in Auckland - particularly northwest Auckland, close to the landing points of the major subsea cables that connect us to the outside world, and to New Zealands largest peering exchange, for pointing the data in the right direction - means faster performance. And for the likes of government agencies and banks, it smooths issues over data sovereignty - keeping New Zealand data in New Zealand. Previously, the closest hyperscale data centres have been in Sydney.

But how will these energy-hungry giants fit in with a power system already facing a surge in electric vehicle ownership that has outpaced every experts prediction?

Bear in mind that Singapore placed a three-year moratorium on new data centre builds in 2019 (it was lifted mid-2022), citing the strain on the city states power grid. And in August last year, the Greater London Council told developers in west London they might be prevented from starting new housing projects in the area until 2035 because a spate of data centre builds had left the grid without spare capacity.

Hyperscale data centres are described by their peak power use as they run computers and the huge airconditioning systems required to prevent all those computers from overheating.

For example, Canberra Data Centres (CDC) opened two 14MW hyperscale data centres in Auckland: one in Hobsonville and one in Silverdale, 28MW in total, for what it said was an initial investment of more than $300 million. And in January, the firm said it had bought land to add another 12MW of capacity.

So far, CDCs twin centres are the largest hyperscale facilities in New Zealand - by default, given that theyre the first to build here in the supermassive hyperscale class - but competition is on the way.

Microsoft is building a data centre region in Auckland, with its first hyperscale data centre now under construction in Westgate, northwest Auckland, on land bought from Mark Guntons NZ Retail Property Group. Like others, Microsofts data centre has no signage and the firm prefers to keep its exact location secret for security reasons - although it is searchable in public records.

The centre is due to go live this year, and Microsoft hasnt put a price tag on the build, or detailed its specifications, other than to note that its above the Overseas Investment Offices $100m threshold for approval. Anchor customers will include Fonterra, ASB, BNZ (which is taking the opportunity to move some 1000 apps to the cloud), ACC and Auckland Transport. The transport agency says the development will trim $2.5 million from its $50m per year IT budget and make it easier to add artificial intelligence capability to apps.

And then theres the big daddy: a $400m hyperscale data centre being built by Sydney-based DCI Data Centres at a 5.8 hectare site in Albany, bought for $66m from the Knight family, who once wholesaled to garden centres). Ground was broken late last year.

DCI says the facility, dubbed AKL02, will be a 40MW data centre, housing a staggering 80,000 servers.

And that will be followed by the 10MW AKL01, near Whenuapai.

On top of all that activity, there is Amazons announcement that its Amazon Web Services division will spend more than $7.5 billion creating a local zone cluster of data centres in Auckland, with Netflix and potentially TVNZ and Spark as anchor customers.

Amazon says that head-spinning $7.5b total represents its planned investment over 15 years, including the cost of building at least three data centres and stocking them with hardware, plus operating costs including utilities and salaries. The tech giant says the project will create 1000 jobs. (If youre wondering, Amazon has separately calculated its value to NZs economy at $10.8b, for what thats worth.)

And on top of all that local contender, Datacom spent $52m upgrading its NZ data centres just before the pandemic hit. And in 2021, Spark unveiled a plan to supersize its Takanini data centre to 10MW (Datacom and Spark compete with the multinationals in some cloud hosting areas, put partner with them in a lot of others.)

Calculating the total megawattage of the various hyperscale data centres isnt as simple as adding together their individual published figures, because there is a degree of cooperation.

For example, DCI provides what it calls a wholesale white space and shell and core services for cloud service providers.

Will the firm be hosting AWS, Microsoft and perhaps another Big Tech peer on its AK02 Albany data centre campus? Its CEO Malcolm Roe cant confirm or deny, but close watchers of Overseas Investment Office and property documentation will have noted the same street address appearing on different providers applications (including Microsoft and DCI in Westgate).

Then theres the fact that Microsoft partners closely with CDC across the Tasman, meaning CDCs Hobsonville and Silverdale centres could form the second and third facilities in Microsofts region - but again, neither party will comment.

There is some cross-pollination with ownership, too. CDC is half-owned by NZX-listed Infratil and Infratil, in turn, co-owns Vodafone NZ with Canadas Brookfield Asset Management. Brookfield owns 100 per cent of DCI.

Simon Mackenzie, chief executive of lines company Vector, is in a position to see the big picture.

The CEOs headline take: yes theyll be power hogs, but well see no west London-style moratorium on housing developments. We dont see that arise from any of our planning scenarios, he says.

As it stands at the moment, we are somewhere in the order of 200MW of data centres either under construction or committed or likely to proceed, Mackenzie told the Herald shortly after Vectors full-year earnings report last August.

Obviously some of those are still in the pipeline, but that is a significant load on our network, recognising that our network demand is about 1700MW on average. So thats a pretty big increase for us.

But two factors will ease the impact of that big increase.

First, Mackenzie points out that the new data centres are being built in stages. DCIs monster Albany plant, for example, will first go online in 2024, but only in stage one of several stages. That buys time for planning between Vector and national grid operator Transpower.

Data centre operators, like subdivision developers, are on the hook for 100 per cent of connection charges, but there is also the cost of upgrading upstream assets. Transpower is likely to add another grid exit point in Aucklands northwest, which is also home to rapidly expanding housing developments. It would be unreasonable to socialise the cost of such upgrades, Mackenzie says.

Second, it wont be simply a case of 200MW of demand being added to Aucklands existing 1700MW. The cloud providers argue that housing tens of thousands of shared servers in one data centre is more efficient than the older model of every organisation having its own servers in its own office (although its also fair to say that for the next few years well be in a messy transition period, with many organisations doing a bit of cloud, and a bit of old-school).

We can see use of the datacenter region as an alternative to other, less energy-efficient technology, being helpful in managing overall pressure on the NZ electricity system at times of peak demand, Microsofts Quesnel says.

With their tremendous thirst for power, there are limits to how green a data centre can be. DCIs Roe says, even if we covered the whole 5.8 hectares in solar panels, that would only generate a tenth of the power required by AKL02. Lots of the solar panels you see on data centres are just window dressing.

Still, while it will definitely be on the grid, and indeed is likely to require upgrades to that grid, DCI has pledged to work with its providers to run its new data centres using 100 per cent renewable power. So have Amazon, CDC and Microsoft. In Microsofts case, it says that from day one it will work with Carbon Zero-certified retailer Ecotricity, majority owned by Genesis.

CDC aims to be carbon neutral by 2030, while Amazon has committed to reach net-zero carbon emissions by 2040.

Microsoft - which has set itself the goal of being carbon-negative by 2030 - also says its New Zealand data centres will be the first to be 100 per cent water-free - a key point, given data centres have traditionally been water hogs as well as power hogs.

The New Zealand datacenters will be cooled using outside air only, requiring zero water for cooling and zero water for humidification. The new datacenter facilities will have a WUE (Water Usage Effectiveness) of 0.00 L/kWh [litres per kilowatt], Microsoft Azure product engineering lead Patrick Quesnel says.

Transpowers 2022 annual report says, we are already witnessing growing demand for electricity in New Zealand. Our 10 highest daily peak loads over the past decade have all occurred in the past year, with six of the top ten occurring in 2022. Industrial load is also set to increase. Alongside the rise from process heat, data centres will be a key player driving this demand, as evidenced by projects from DCI Data Centers, Datagrid and Amazon.

Datagrid, backed by rich lister Malcolm Dick and others, has plans for a 100MW hyperscale data centre in Southland, which would be 40,000sqm or the size of five rugby fields. However, that plan depends on funds being found for a new international cable and, more, Rio Tinto closing its aluminium smelter at Tiwai point, freeing up the necessary capacity from Meridians Manapouri power station - a development that is forever disappearing over the horizon.

Transpower says in response that it is supporting several renewable projects, including Contact Energys 168MW geothermal powerplant in Tauhara in the central North Island, due to open mid-year (Contact says 168MW is enough power for around 175,000 homes), and Meridians 176MW Harapaki wind farm in Hawkes Bay, set to come on stream in 2024.

But another major project - a huge, $4 billion hydro-electric scheme at Lake Onslow in Otago, pitched by the Ministry of Business, Innovation and Employment as a South Island battery to help New Zealand move to 100 per cent renewable electricity - hangs in the balance. The industry is watching to see whether the project survives new Prime Minister Chris Hipkins cull of Government policies. Pundits say without that substantial government backing, no private player is likely to take it on.

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Auckland's giant new data centres - and the power they'll chug - New Zealand Herald

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Octo Consulting Group, Inc. | U.S. – Government Accountability Office

DOCUMENT FOR PUBLIC RELEASEThe decision issued on the date below was subject to a GAO Protective Order. This redacted version has been approved for public release.

Decision

Matter of: Octo Consulting Group, Inc.

File: B-421182; B-421182.2

Date: January 17, 2023

Damien C. Specht, Esq., Caitlin A. Crujido, Esq., and Roke Iko, Esq., Morrison & Foerster LLP, for the protester.Shelly L. Ewald, Esq., Andrew L. Balland, Esq., and Jordan A. Hutcheson, Esq., Watt, Tieder, Hoffar & Fitzgerald, LLP, for Leidos, Inc., the intervenor.Lucy Mac Gabhann, Esq., Department of Health and Human Services, for the agency.Jacob M. Talcott, Esq., and Jennifer D. Westfall-McGrail, Esq., Office of the General Counsel, GAO, participated in the preparation of the decision.

DIGEST

Protest challenging the agencys evaluation of quotations is denied where the evaluation was reasonable and in accordance with the terms of the solicitation.

Octo Consulting Group, Inc., of Reston, Virginia, protests the issuance of a task order to Leidos, Inc., of Reston, Virginia, under request for quotations (RFQ) No. RFQCMS220925, issued by the Department of Health and Human Services, Centers for Medicare and Medicaid Services (CMS) for information technology (IT) services to support the Continuously Available CMS Hosting Environment (CACHE) Managed Infrastructure Service Provider (MiSP) program. The protester contends the agency unreasonably evaluated quotations, which resulted in an unreasonable source selection decision.

We deny the protest.

BACKGROUND

The CACHE MiSP program is a multi-prong initiative designed to ensure that the IT infrastructure, hosting and enterprise services that support CMSs operations remain flexible and secure enough to support the needs of the agency. Agency Report (AR), Tab 4.B, RFQ, amend. 0003, Attach. 1, Statement of Objectives (SOO) at 6.[1] To achieve this end, the agency issued the RFQ to vendors holding General Services Administration Federal Supply Schedule/Multiple Award Schedule contracts under special item number 54151S, IT Professional Services. AR, Tab 4.A, RFQ, amend. 0003 at 1; AR, Tab 15, Award Decision at 5. The RFQ, which was issued on June 6, 2022, pursuant to Federal Acquisition Regulation (FAR) section 8.405, contemplated the issuance of a hybrid fixed-price/time-and-materials task order to the responsible vendor whose quotation represented the best value to the government. RFQ at 1, 7. The period of performance consisted of a base period of eight months, four 1-year option periods, and one 4-month option period. AR, Tab 5, Contracting Officers Statement (COS) at 1.

The RFQ provided for a three-phase evaluation scheme, considering four non-price evaluation factors, listed in descending order of importance: corporate experience; solution exercise/oral presentation; performance work statement (PWS) and quality assurance surveillance plan (QASP); and section 508[2] Voluntary Product Accessibility Template (VPAT). RFQ at 6. The non-price factors, when combined, were significantly more important than price. Id. at 7. Between each evaluation phase, the agency would issue an advisory notification to the vendors that submitted a quotation for that phase, informing each vendor of the evaluation results for its quotation and whether the vendor should participate in the subsequent phase.[3] Id. Quotations for phase one were due by June 20. AR, Tab 15, Award Decision at 5.

For phase one, the agency would evaluate corporate experience. RFQ at 8. Under this factor, vendors were required to submit up to three case studies that demonstrated recent performance of work similar to the tasks sought by the agency in this procurement. Id. The agency would evaluate the similarity between the vendors submitted experience and the work required by the agency, giving consideration to the technology, architecture, stakeholders (e.g., clients, users, etc.), tools, and methods of the vendor. Id.

For phase two, the agency would evaluate the vendors solution exercise/oral presentation. Id. at 9. Under this factor, vendors were to give a presentation that consisted of an introduction, an oral presentation, and if necessary, a session of clarifying questions and answers. Id. At the outset of the presentation, the agency would provide all vendors with the same set of core questions to which the vendors were required to respond. Id. The RFQ provided that the agency might also provide vendors with hypothetical scenarios to which the vendors would have to provide a response. Id. The agency would then evaluate the presentations to determine the capability and suitability of the vendor to perform the requirements. Id. The agency would consider not only the content of the answers, but the methods used by the vendor to communicate its answers. Id.

For phase three, the agency would evaluate factor three, which consisted of the PWS and QASP, and factor four, which consisted of the section 508 VPAT.[4] Id. at 1214. Under factor three, vendors were to provide a draft QASP, as well as a PWS that described the vendors proposed solution, including (1) the tasks to be performed and the deliverables to be provided, (2) the people, tools, measures, and methods used during performance, and (3) any assumptions, exclusions, exceptions, or clarifications made in formulating the solution. Id. The agency would then evaluate the merits of the proposed PWS and QASP, focusing on the degree to which the PWS demonstrated an understanding of the agencys needs, and the extent to which the people, processes, performance measures, and tools would serve these needs. Id. at 13.

Under factor four, the RFQ advised vendors to submit a template that demonstrated the vendors compliance with the accessibility standards of section 508. Id. The agency would evaluate the vendors understanding of the requirements and ability to meet the accessibility standards. Id. at 14.

For cost/price, the agency would conduct a price reasonableness analysis, and if necessary, a realism analysis for the time-and-material line items. Id. at 20. Additionally, vendors were required to ensure that the types and quantities of labor and material were consistent with other areas of the quotation. Id.

Evaluation of Octos and Leidoss Quotations

On June 14, 2022, the agency received phase one quotations from Octo, Leidos, and one other vendor. COS at 2. The agency issued advisory notices for phase one on July 18. Id. On August 2, the agency conducted the oral presentations for phase two, and following the evaluation of those presentations, issued advisory notices on August 5. Id. Prior to the phase three evaluation, the agency issued an amendment to the solicitation on August 10 that updated the RFQ, including the SOO, and provided answers to phase three questions. Id. On August 22, the agency received phase three quotations from Octo and Leidos. Id. The final evaluation results, inclusive of all phases, were as follows:

Octo

Leidos

Corporate Experience

High Confidence

High Confidence

Solution Exercise/

Oral Presentation

Some Confidence

High Confidence

PWS and QASP

Some Confidence

High Confidence

Section 508

High Confidence

Low Confidence

Quoted Cost/Price

$53,782,518

$79,700,063

Evaluated Cost/Price

$62,712,615

$79,700,063

AR, Tab 15, Award Decision at 78.[5]

In the evaluation for phase one, the technical evaluation panel (TEP) concluded that it had high confidence in the corporate experience for both Octo and Leidos. AR, Tab 13.A, Phase One TEP Report at 2. Although both vendors received the same overall rating under this factor, only Leidoss quotation had no areas that decreased the agencys confidence. Id. at 4. In reviewing Octos quotation, the TEP noted that while Octo demonstrated experience with a cloud environment and on-premise infrastructure individually, it had decreased confidence in Octos corporate experience because Octo did not detail its experience working with these services together, as required by section 6.6 of the SOO. Id. at 56.

For the phase two solution exercise/oral presentation, the agency created hypothetical scenarios focusing on the following areas: (1) a solution delivery approach, (2) operations management, and (3) integration services. AR, Tab 14, Phase Two Guidance at 1. For the solution delivery approach, vendors were to design and present a solution for on-premises directory services which would provide authentication and access support services, rights management, and certificate services to CMS administrative users of IT systems and CMS data center requirements. Id. at 2. For scenario two, vendors were to present an approach for the operations management using their solution from scenario one in a hypothetical situation where numerous servers hosted in the same CMS datacenter were unable to resolve and connect to the active directory service. Id. at 3. For scenario three, vendors were to present their approach for integrating their solution from scenario one in a situation where on-premises active directory services required integration with a cloud-hosted active directory service. Id. at 4. Leidos received a rating of high confidence under this factor, with no areas that decreased the TEPs confidence. AR, Tab 13.B, Phase Two and Three TEP Report at 24. Octo, however, received a rating of some confidence, with several areas in each of the three scenarios that decreased the TEPs confidence. Id. at 47.

For the QASP and PWS, which were evaluated during phase three, the TEP assigned Leidos a rating of high confidence, noting that there were numerous areas in its quotation that increased the TEPs confidence, but no areas that decreased its confidence in successful performance. Id. at 811. Octo, however, received a rating of some confidence for two reasons. Id. at 1114. First, the TEP expressed concern that Octo failed to fully detail how it intended to accomplish certain key activities, such as communication with stakeholders. Id. at 1314. Second, the TEP noted that, although Octos labor categories and key personnel were sufficient at the outset, its proposed reduction in the level of effort starting in the second option year and beyond was unrealistic given its near-exclusive dependence on replacing staff with automation. Id. at 14. This unrealistic reduction in personnel, in the TEPs view, reduced the likelihood of Octo meeting the QASP objectives. Id.

For the section 508 factor, which was also evaluated in phase three, Octo received a rating of high confidence with no notes provided by the agency under the assessment comments section. AR, Tab 13.C, Section 508 Review at 1. Leidos, however, received a rating of low confidence because, as the assessment comments noted, the template was incomplete. Id. The comments recommended that Leidos re-submit its compliance form. Id.

In its award decision, the contracting officer concluded that Leidoss quotation represented the best value to the agency as Leidoss quotation was superior to Octos quotation under three out of four of the most important evaluation factors. AR, Tab 15, Award Decision at 15. Although Leidos submitted a higher price, the contracting officer concluded that Leidoss superior corporate experience, advanced knowledge of the CMS system and affected stakeholders as demonstrated during the solution exercise/oral presentation, and high level of ability to address issues related to the work requirements as demonstrated by its PWS and QASP all warranted the agency paying the price premium. Id. at 2627.

Consequently, the agency issued the task order to Leidos on September 28, 2022. COS at 4. On October 4, the agency provided Octo with a brief explanation of the award in accordance with FAR section 8.405-2(d). Protest, exh. D, Brief Explanation at 1. Octo filed this protest with our Office on October 11.

DISCUSSION

Octo first challenges the agencys evaluation of its quotation, contending that the agency unreasonably evaluated its oral presentation under factor two, solution exercise/oral presentation and its PWS under factor three, PWS and QASP. Protest at 612. In its supplemental protest, Octo argues the agency unreasonably evaluated Leidoss section 508 compliance under factor four. Comments and Supp. Protest at 2. Additionally, Octo contends the agency engaged in disparate treatment with regard to its evaluation of corporate experience and the PWS/QASP. Id. at 410. As a result, Octo argues the resulting best-value tradeoff decision was unreasonable. Protest at 13. For the reasons discussed below, we deny the protest.[6]

The evaluation of quotations is a matter within the discretion of the procuring agency. Platinum Bus. Servs. LLC, B-419930, Sept. 23, 2021, 2021 CPD 348 at 4. In reviewing a protest of an agencys evaluation of quotations, it is not our role to reevaluate quotations; rather, our Office will examine the record to determine whether the agencys judgment was reasonable and consistent with the solicitation criteria. Id. A vendors disagreement with the agency, without more, does not render the evaluation unreasonable. Id.

Challenge to Evaluation of Octos Oral Presentation

Octo argues that the agency unreasonably evaluated its oral presentation regarding both the first and second scenarios. Protest at 79. Under the first scenario, Octo takes issue with three findings made by the TEP that lowered its confidence rating. Id. First, Octo challenges the finding that it did not clearly identify the stakeholders involved in the process or how they would apply this approach to other workloads in the environment. Id. at 7; AR, Tab 13.B, Phase Two and Three TEP Report at 5. According to Octo, it clearly identified the stakeholders, and had no obligation to explain how it would apply this approach to other workloads in the environment. Protest at 7.

In response, the agency acknowledges that Octo mentioned some stakeholders, but failed to provide the required amount of detail. Memorandum of Law (MOL) at 5. Additionally, the agency argues that the guidance provided to vendors for scenario one instructed them to clearly describe their service delivery approach and model for how this service will be operated. Id.; AR, Tab 14, Phase Two Guidance at 2.

Our review of the record confirms the reasonableness of the agencys evaluation. As the contracting officer points out, although Octo identified some stakeholders, it failed to provide detail as to their level of engagement. COS at 5. For example, the TEP report reflects that Octos solution exercise focused on communication with stakeholders, but did not sufficiently detail how Octo would work with stakeholders to resolve major technical concerns as required in SOO section 7.1.4.2. AR, Tab 13.B. Phase Two and Three TEP Report at 4. Furthermore, the guidance for scenario one provided that the solution should incorporate all task areas of the SOO. AR, Tab 14, Phase Two Guidance at 2. The SOO itself provides that the overall objective is to maintain and support the current and future workloads operating within CMS. AR, Tab 4.B, SOO at 10. Thus, as the solicitation specifically advised vendors to incorporate all task areas of the SOO into their solutions, Octos contention that it did not need to apply this approach to other workloads is unsupported by the record.

Second, Octo challenges the TEPs finding that it did not fully address integrated team approach to ensure dedicated teams for specific [Application Development Organizations (ADOs)][7] or workloads. Protest at 7; AR, Tab 13.B, Phase Two and Three TEP Report at 5. According to Octo, the SOO did not require dedicated teams for specific ADOs. Protest at 7. As the TEP report indicates, however, [s]upporting the

ADOs is a critical objective in the SOO under Section 6.6 [No.] 1 and 7.1.1.2. AR, Tab 13.B, Phase Two and Three TEP Report at 5. Because the guidance for this scenario required vendors to incorporate all task areas of the SOO, we have no basis to object to the agencys finding here. AR, Tab 14, Phase Two Guidance at 2.

Third, Octo challenges the conclusion that it proposed developing a hot site,[8] which resulted in a finding of decreased confidence because the agency already has two hot site locations in operation. Protest at 8; AR, Tab 13.B, Phase Two and Three TEP Report at 5. According to the agency, the proposed creation of what would be a third, and therefore superfluous, hot site location indicated that Octo misunderstood the CMS environment as outlined in section 5 of the SOO. Id. In response, Octo argues that the TEP misunderstood Octos proposed solution because Octo did not propose to build a new hot site. Protest at 8. Instead, Octo contends that it discussed use of a Hot Site in reference to the well-publicized CMS Disaster Recovery as a Service (DRaaS) approach. Id. The agency, however, argues that Octo clearly stated in its presentation that it would create a hot site, and only now offers a clarifying explanation as to the definition it had in mind when it used that term. COS at 6. We have no basis to object to the agencys conclusion. As the protester concedes, it discussed use of a Hot Site during its presentation. Protest at 8. Octo does not provide any supporting documentation from the presentation that clarifies exactly what it meant when using this term.

Under the second scenario, the TEP identified three areas in Octos quotation that decreased its confidence. Id. at 6. Octo challenges only one of those areas, arguing that the TEPs conclusion that it did not fully identify a detailed incident workflow was unreasonable. Protest at 8. Octo contends it described in detail its approach to identifying the incident, classifying the incident, defining the problem, resolving the problem, and communicating with the correct individuals and stakeholders to rebuild trust following an incident. Id. While the agency acknowledges that Octo mentioned these elements, the TEP found that overall, Octo failed to fully identify a detailed incident workflow. AR, Tab 13.B, Phase Two and Three TEP Report at 6. Further, Octos failure to provide an identified operational model in scenario one contributed to the negative finding here because, as mentioned in the guidance, the solution developed in scenario one was to be used for this scenario. COS at 7.

Based on the record here, we have no basis to object to the agencys finding of decreased confidence pertaining to incident workflow. The TEP ultimately concluded that the workflow presented by Octo was neither easily understandable nor sufficiently detailed, conclusions that the protester has not demonstrated to be unreasonable. Additionally, Octo has not demonstrated that it suffered competitive prejudice as a result of the finding. Competitive prejudice is an essential element of every viable protest. Armorworks Enters., LLC, B400394.3, Mar. 31, 2009, 2009 CPD 79 at 3. Our Office will not sustain a protest unless the protester demonstrates a reasonable possibility that it was prejudiced by the agencys actions. Raytheon Co., B409651, B409651.2, July 9, 2014, 2014 CPD 207 at 17. Even if we were to agree that this specific finding was assigned in error, it does not appear to have had any meaningful impact on the overall evaluation of Octos quotation, which included two additional negative findings pertaining to the second scenario that Octo does not challenge.

Challenge to Evaluation of Octos PWS Quotation

Octo next challenges the agencys evaluation of its PWS quotation in two respects. Protest at 912. First, Octo contends the agencys concerns with its proposed PWS were unwarranted. Id. at 9. Second, Octo argues that the agency overlooked numerous advantages of Octos proposed PWS. Id. at 11.

For this factor, vendors were required to prepare a PWS that described in detail its proposed solution, and include an organizational chart or staffing plan. RFQ at 11. In Octos quotation, Octo proposed reducing staff [REDACTED]. Protest at 10. Octo points out that it received a positive finding that increased the TEPs confidence due to Octos proposed automation. Id. The agency, however, responds that the TEP found the reduction in staff to be unrealistic given the near exclusive dependence on replacing staff with automation. COS at 8; AR, Tab 13.B, Phase Two and Three TEP Report at 14.

We have no basis to object to the agencys evaluation of Octos proposed PWS. The contracting officer acknowledged that while Octos automation tools were found to be a benefit that could result in cost saving opportunities, the level of automation proposed over a short period of time was found to be unrealistic. Id. The RFQ emphasized that vendors should carefully review the RFQ and quote their own estimated skill mix and level of effort. RFQ at 12. It is clear that the agency, which upwardly adjusted Octos quoted cost by nearly $10 million due to Octos quoted labor mix for half of option period two, and the entirety of option periods three, four, and five being found unrealistic, did not view Octo as having carefully reviewed this matter. COS at 3. As mentioned above, Octo did not object to this upward adjustment, see note 4 supra, essentially conceding the reasonableness of the agencys finding that its sudden reduction in staff and increase in automation was unrealistic.

Octo next argues that the agency overlooked numerous advantages in its quotation under this factor. According to Octo, the agency should have recognized its approach to a matrixed team structure across workload and automation, arguing that its methodology provided for flexible management of resources, furnished a greater value to the agency, and has proven to be effective at other agencies. Protest at 1112. The agency states that the TEP considered Octos quotation in full, and did not find these areas to exceed the requirements of the SOO. COS at 10.

We have no basis to object to the agencys conclusion. It is not clear that any of these mentioned areas were overlooked by the agency, nor that they warranted an increase in Octos confidence rating. For example, Octo argues that it proposed [REDACTED] that were [REDACTED]. Protest at 12; AR, Tab 9.C, Octo Phase 3 Response for Factor 3 at 37. The SOO, however, expressly provided that vendors were to form [integrated service delivery] teams (or [integrated service delivery] like teams) with skill sets that are capable of supporting the correlating workloads. As the contracting officer states, this proposed approach met the requirements, but did not exceed them. COS at 10. To the extent Octo argues the agency should have valued these features more highly, the protester has not demonstrated the agencys evaluation was unreasonable.

Challenge to the Evaluation of Leidoss Quotation

In challenging the evaluation of Leidoss quotation, Octo first argues that the agency should have concluded that the quotation was unawardable because Leidos failed to submit its section 508 form in accordance with the terms of the RFQ. Comments and Supp. Protest at 2. Specifically, Octo contends that Leidos submitted an incomplete form that should have resulted in its quotation being disqualified. Id. at 3.

The agency argues that it reviewed the filings in response to the supplemental protest and concluded that Leidos had, in fact, submitted a completed template. Supp. COS at 2. Although Octo argues that the version of the template Leidos submitted with its quotation was not the version required by the solicitation, the RFQ did not mandate a specific version to be used; instead, it provided a list of standards to be met. RFQ at 1314. Because Leidos was able to demonstrate its capability to address the applicable 508 standards at the time of award, and the RFQ did not require a specific version of the form to be used in doing so, we deny this protest ground.

Disparate Treatment

Octo next contends that the agency engaged in disparate treatment with respect to its evaluation of corporate experience, and the PWS and QASP factors. Comments and Supp. Protest at 47. When a protester alleges disparate treatment in an evaluation, it must show the differences in the evaluation did not stem from differences between the vendors quotations. Battelle Memorial Inst., B-418047.5, B-418047.6, Nov. 18, 2020, 2020 CPD 369 at 6. In other words, to prevail on an allegation of disparate treatment, a protester must show that the features in its quotation were substantively indistinguishable from, or nearly identical to, those contained in other quotations. 22nd Century Techs., B420510, B420510.2, May 4, 2022, 2022 CPD 127 at 5. As explained below, we find that the protester has failed to make such a showing here.

Octo first argues that the agency credited Leidoss quotation for [REDACTED], but failed to credit Octos quotation for its similar experience. Comments and Supp. Protest at 4-5. According to Octo, this positive finding was based on only one sentence from Leidoss quotation. Id. at 5. Octo argues that it, however, provided significantly more detail on the same topic. Id. For instance, Octo argues that it [REDACTED] and also [REDACTED]. Id. Given the difference in detail, Octo contends that its quotation should have received a positive finding here as well.

We have no basis to object to the agencys conclusion here as the record does not support Octos argument that the agency assigned Leidoss quotation a positive finding based solely on one sentence. In fact, there were numerous areas in Leidoss quotation where it discussed its experience within the areas referenced by Octo. For instance, Leidos provided that it worked on [REDACTED]. AR, Tab 10.B, Leidos Corporate Experience at 7. In another area, Leidoss quotation provides [REDACTED]. Id. at 18.

As is evident from these excerpts, the agencys assignment of a positive finding went beyond a single sentence, as argued by Octo. Additionally, the evaluation here did not involve substantively indistinguishable features. 22nd Century, supra, at 5. Instead, the finding was based on a variety of different experiences with different products. This protest ground is thus denied.

In three additional arguments, Octo again cites specific programs, products, IT experience provided by Leidos in its quotation, and argues that the programs, products, and IT experience provided in Octos quotation, although not the same, were similar enough to indicate disparate treatment. See Comments and Supp. Protest at 6. For example, Octo argues that the agency credited Leidos for its experience providing [REDACTED]. Id. at 56. According to Octo, it submitted similar experience, such as [REDACTED]. Id.

As is evident in these excerpts, the experience is not substantively indistinguishable. For instance, Octo does not demonstrate experience with an [REDACTED]. Id. Octo instead has experience that it believes is similar and essentially asks our Office to substitute our judgment for that of the TEP in determining whether there is any meaningful difference between these specific items. Id. Evaluations involving such a high degree of technical knowledge are appropriately left to the TEP, not our Office. These protest grounds are thus denied.

Last, Octo argues that the agency disparately evaluated the PWS and QASP. Comments and Supp. Protest at 7. Essentially, Octo argues that the agency credited Leidos for providing a sound approach to accomplishing the technical, and business requirements, but decreased the confidence rating for Octos quotation for failing to fully detail how they would accomplish certain key activities. Id. Octo contends that Leidos merely copied and pasted the elements of the SOO. Id. at 89. A review of the record indicates that there were varying levels of detail between the two quotations, and with respect to Leidoss quotation, the TEP found that it provided a detailed . . . communication plan that included service roadmaps on changes and improvement to services offered. AR, Tab 13.B, Phase Two and Three TEP Report at 10. Again, Octo is unable to show that the difference in the evaluation did not arise from differences in the quotations. Accordingly, this protest ground is denied.

The protest is denied.

Edda Emmanuelli PerezGeneral Counsel

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Octo Consulting Group, Inc. | U.S. - Government Accountability Office

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Cloud Hosting

The Venture Leaders Mobile 2023 kick off their roadshow to the … – Venturelab

26.01.2023 07:00, Morgane Ghilardi

Last December, ten startups were chosen to join the Swiss National Startup Team as Venture Leaders Mobile 2023. The entrepreneurs behind the connectivity startups got to know each other and introduce themselves to the public at a virtual pitch session last week. The event also kicked off the roadshow, which will take them to the4YFN startup at the heart of the Mobile World Congress (MWC) in Barcelona in February.

The week-long Venture Leaders Mobile roadshow aims to introduce Switzerland's most innovative mobile startups to international investors and telecom industry leaders, making it a unique opportunity for companies to expand their international presence. An expert jury that includes professional investors and mobile technology experts reviewed 90 applications to choose the 10 Venture Leaders Mobile 2023. The chosen startups provide innovative solutions that advance areas such as cybersecurity, digital health, mobile components, and more.

At the kick-off event at the startup space in Schlieren, the entrepreneurs behind the top Swiss-based connectivity startups met their teammates and pitched their innovations to a virtual audience. Manuel Anschwanden, CEO of NextLens, was voted team captain by the audience.

The Mobile World Congress is the world's largest and most important event for the mobile industryan ideal platform to accelerate the Venture Leaders' global growth and connect founders with industry leaders. Their presence at the 4YFN startup event will help the Swiss startups facilitate meetings with potential customers, investors, and experts.

"The 2023 edition of 4YFN and MWC promises to be an amazing iteration with more participants expected than in pre-pandemic times. With our extended presence at 4YFN, I expect it to be an amazing week for this team," said Jordi Montserrat, managing partner at Venturelab. "The ten new members of the Swiss National Startup Team are once again of amazing quality, displaying some of the best innovation present in Switzerland with early-stage startups. We are very much looking forward to pushing these companies and their exceptional technologies onto the global stage."

Three experts from VISCHERRolf auf der Maur, Gian-Andrea Caprez, and Pauline Pfirterjoined the Venture Leaders at the kick-off event to introduce the group to key aspects of term-sheet agreements with international investors as well as industry collaborations. VISCHER also powers thefourth Venturelab Trophy, a sailing match race connecting startups and investors in a unique setting at the Royal Nautico Club of Barcelona.

Venture Leaders Mobile is organized by Venturelab with the support ofHuawei,Swisscom, andVISCHER.

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The Venture Leaders Mobile 2023 kick off their roadshow to the ... - Venturelab

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Dedicated Server

What Is a Bare Metal Server? Definition, Working, and Importance | – Spiceworks News and Insights

A bare metal server is defined as an advanced physical server designed to deliver a set of services dedicated to a single customer. This article explains the fundamentals of a bare metal server, how it works, and its importance in todays digital world.

A bare metal server refers to an advanced physical server designed to deliver a set of services dedicated to a single customer. It operates in a single-tenant environment that is highly stable and reliable since the physical resources of the server are not shared between multiple tenants.

The physical separation between machines isolates them from other network components and frees them from the noisy neighbor effect prevalent in virtual ecosystems. As a result, a bare metal server can process large quantities of data and run for extended periods, which can, in turn, elevate its overall performance.

Bare metal servers enable direct access to the underlying hardware architecture, unlike virtualized machines. Heres an example. In a typical virtual machine (VM), the layers are stacked one over another to access the underlying physical hardware. This implies that a guest operating system such as Ubuntu, Windows Server, Red Hat, or CentOS sits over a hypervisor, which sits over the hardware.

Thus, an end-user has access only to the guest OS and the management interface that provisions the VM. However, a users direct connection to the associated hardware is missing in such architectures.

On the contrary, bare metal servers allow users to access and interact with the physical hardware directly. As a result, users can avail multiple options while designing their own platform that can openly render a service or host an application. Bare metal servers do not need multiple software layers, as observed in virtualized systems where a minimum of one layer (type 1 hypervisor) is essential.

The servers performance is enhanced with lesser software layers between the use and the physical hardware. However, it is worth noting that the tenants of bare metal are enabled to create VMs over the hardware, much like in a typical virtualized environment.

Lets look at a simple analogy. One can equate a bare metal server to an independent house owned by a user, wherein the user is free to customize it depending on his preferences and choices. As a result, the user stays isolated and does not have to deal with nearby noisy neighbors.

On the contrary, a virtualized environment hosts multiple tenants. Here, multiple users tend to share compute, storage, and other resources hosted by the virtual server. You can equate this scenario to renting an apartment where a neighbors interference is inevitable and can disturb your personal life and space.

Organizations can benefit from bare metal servers as they can offer dedicated services in their own data centers or colocation centers. Another alternative that businesses can opt for is to rent dedicated servers to a managed service provider on a weekly, hourly, or monthly subscription basis.

See More: AWS CloudPractitioner: Certification, Exam, Jobs, and Salary in 2022

A bare metal servers workflow optimizes the server infrastructure since it fulfills an organizations unique data storage and computing needs. Managing the routine activities of such servers is slightly challenging for most organizations. However, external service providers can prove to be beneficial for companies. IT teams can zero in on critical business operations rather than engage in server maintenance tasks.

Lets understand some vital day-to-day processes that maintain the smooth workflow of bare metal servers.

Servers tend to perform well when their operating system and other software components are regularly updated and patched. These minor updates and software patches are vital to securing data and protecting the servers from external attacks. You also need to monitor other server components, such as firewalls and switches and set thresholds to ensure that the server is safe from any outside intrusion.

Traffic management is critical for any networking component, and bare metal servers are no exception. Each server instance is unique, requiring close attention and monitoring. You can define firewall and security rules for various instances and alter them as needed. The firewall restricts the ingress and egress traffic based on IP addresses, portals, IP rules, and several other factors.

Such rules are crucial to maintaining the seamless workflow of servers as suspicious traffic, and unwanted activities are kept under control.

Bare metal servers allow all the internal members within an organization to directly access their resources and interact with them without any hindrance. Since each team member has a direct link to the underlying hardware, it is essential to limit the level of interaction. You can achieve this by segregating users based on their roles and responsibilities and giving them various permissions for server interaction. This way, the server is safe from any possible physical vulnerabilities.

Moreover, operational management also involves other duties such as managing data backup and recovery, data migration, fixing and replacing hardware components, and managing domain name services. All these functions allow the servers to work smoothly.

See More: What is a Data Lake? Definition, Architecture, Tools, and Applications

With growing digitization, bare metal servers are increasingly important for enjoying stable digital connections. They address problems encountered while maintaining a virtualized environment and provide a strong, robust, and secure networking base for organizations.

Bare metal servers are an integral part of the gaming industry, which handles high latency and CPU-intensive workloads. These servers also play a key role in the aviation, finance, and online media industry verticals (YouTube, Netflix, Disney), which generate large volumes of data every second. Major players in the bare metal server market players include IBM, Oracle, OVHcloud, CenturyLink, Zenlayer, and others.

Benefits of Bare Metal Servers

Bare metal servers offer top-notch execution of tasks when compared to other servers. This high performance is a consequence of the dedicated nature of the server since all its resources work for a single client. This arrangement is suitable for various applications such as ecommerce stores, databases, VMs, mobile apps, and even hosting sites. A slow website indicates that you need to consider a bare metal server for faster operations.

Since users have complete control over the underlying hardware, they can customize server resources based on their needs. For example, the user can segregate resources into multiple VMs, customize them for specific tasks, or even dedicate them to execute a single application.

According to September 2022 data by Semrush, google.com, youtube.com, facebook.com, and amazon.com are the top four websites in the US that receive the highest traffic. These popular sites can be easily hosted on a basic bare metal server.

Additionally, more powerful and advanced servers employ several processors that can practically manage the workload of a large company. Also, server customization based on requirements further benefits the organization.

Bare metal servers isolate data, resources, programs, and even applications. As a result, they provide better security and privacy than other hosting servers. These servers reduce the attack surface, and cybercriminals cannot steal personal or sensitive data as they find it difficult to access the system.

The isolated environment allows companies to further tweak the firewall settings as per their needs to widen their security base.

Bare metal servers provide scaling options where you can scale vertically or horizontally. Scaling vertically implies upgrading to an even more powerful server when the current server cannot handle the workload. You can do this by migrating the server to another server with more RAM capacity.

Scaling horizontally entails installing additional servers to distribute the original servers workload further. In scenarios where the networking system is hosted on a single server, and you expect a more significant workload in the future, you can directly move the database to other servers.

Bare metal servers offer reliable services as the architecture is dedicated to a single tenant. As a result, workload spikes shared by noisy neighbors are negated. This reduces the chances of potential downtime and, in turn, raises server performance.

The customizability of bare metal servers increases the overall cost compared to that of shared or VPS hosting. These servers also employ specialized administering teams to troubleshoot problems arising from custom yet specific configurations.

It is worth noting that server management requires a fundamental understanding of its operating systems, security features, and services rendered. However, managing bare metal servers is considerably more accessible as the server can be controlled through phone support. Also, routine OS updation further applies updates to its security features.

Several applications in our everyday lives use Windows. Bare metal servers are supported by Windows Server versions, thereby making their management easier for anyone who is well-versed with the Windows OS.

Organizations can buy or rent a server depending on their business needs. Although buying a server is an expensive affair, it gives you the freedom to control and access the server hardware without anyones interruption. Moreover, you also need to take care of the upfront and additional expenses incurred in maintaining the server.

Due to its convenience and affordability, leasing seems to be the preferred go-to option for companies. In such a case, you need not take the onus of maintaining the server. With the renting option, you can avail of immediate assistance if you encounter technical hurdles or if some part of the server fails to perform its desired functions. You may also need to keep track of the changes made by the service provider and notify them as and when necessary.

However, buying or renting a bare metal server boils down to an organizations objectives, requirements, and future vision.

See More: What Is Knative? Overview, Working, Features, and Importance

Bare metal servers play a pivotal role in the IT sector. Moreover, several other industries that maintain high regulatory compliance, privacy, and security standards, such as healthcare, fintech, adtech, and retail, utilize this single-tenant architecture for their benefit.

Bare metal servers hosted by infrastructure as a service (IaaS) providers open a doorway to cluster resources that are scalable and accessible across the world. They also help hybridize IT infrastructure by combining bare metal and a virtual environment.

Organizations that require secure, flexible, affordable, and customizable IT systems can choose bare metal solutions to meet their long-term data storage and transfer needs.

Did this article help you understand the importance of bare metal servers and their significance for organizations? Comment below or let us know on FacebookOpens a new window , TwitterOpens a new window , or LinkedInOpens a new window . Wed love to hear from you!

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What Is a Bare Metal Server? Definition, Working, and Importance | - Spiceworks News and Insights

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Dedicated Server

5 things to consider when migrating to a new web hosting service – TechRadar

Migrating your website can turn into a tiresome, time-consuming experience in no time, even if you up your game with a new, magnificent web hosting (opens in new tab) provider. If you dont think things through and take proper steps to protect your content, you might end up losing some critical data and even compromise your cybersecurity.

If it spells hassle, why shouldnt you save yourself the trouble and stay where you are? Well, there are tons of right reasons why youll want to move on. For instance, if your site is suffering disastrous amounts of downtime - go and dont look back. Do the same if your site is crippled by poor performance - something like slow loading time.

Also, you should consider moving if your current provider can supply your site with the resources it needs to grow and prosper. And if the security of your site has been compromised or the customer support has been far away from helpful - get rid of your old host and get a new one.

Alright, how to do it? The good news is that you dont need to be a veteran webmaster to do it - even a newbie can do it with a solid step-by-step guide.

So, here are the top five things you should keep in mind when moving to a new web hosting provider.

Picking out the perfect web hosting provider for your site is critical as it can make or break your business in the long run. Fortunately, there is a whole variety of hosting providers, types, and overall options on the market, and each of them offers particular features, configurations, and customization choices.

Apart from choosing the host with a solid security track record, standard security-focused features (SSL certificate (opens in new tab), DDoS protection (opens in new tab), regular backups, and so on), and sterling reputation, youll want to take a look at some more specific technical stuff such as required server space, bandwidth, number of CPUs, and amount of RAM. Also, youll want to consider the type of solution you want to utilize (shared hosting (opens in new tab), VPS hosting (opens in new tab), dedicated server hosting (opens in new tab), and such), its scalability, and customizability.

Since it doesnt hurt to have a killer combination of affordability, reliability, and feature-richness, dont fail to check the pricing. Plus, make sure there is a free trial or a money-back guarantee, so you can try out the solution for yourself without doing blows to your bank account.

Before migrating your site to a new host, youll want to create a backup of everything - that is, everything you wouldnt want to lose during the migration. To do so, you can download your data as a local copy and store it somewhere safe in your system, or upload the data to a cloud server such as Google, OneDrive (opens in new tab), and Dropbox (opens in new tab).

Once this is done, you can be sure all your data is safely stored if something goes wrong due to technical or human error in the middle of the migration process. Backed by a backup, your site can be restored to its former glory in no time.

While this step isnt a must, switching your domain name system (DNS (opens in new tab)) will make things simpler for you. Once you select a new host and pick out your plan, youll be presented with two choices. You can leave your domain where it is - with your old host, or you can transfer your old domain name to a new host. Also, theres an option to register a new domain name, but theres no reason for you to do that since you already have one.

Sometimes the host will offer to help with transferring your domain name but dont count on that - particularly with pocket-friendly hosting packages. So, if you want to keep your domain name with your old host, youll have to switch domain registrars (opens in new tab). This way, your settings will stay the same while billing and customer support are transferred.

On the other hand, if you want to take your domain to the new host, youll have to switch the DNS to that host - and this is a better option.

Its also worth noting that with all the top web hosting providers, youll find step-by-step guides for either of these cases.

Before ditching your old host for a new one, youll want to make sure everything on your site works as it should. So, once the migration of your site is complete - whether by you or someone from the hosts technical team - dont forget to run a thorough test on it.

While the migration process might seem smooth on the surface, some minor issues might have occurred. So, its important to identify and fix them at once - before deleting your old hosting account, in any case.

When verifying the functionality of your site on the new host, you want to be certain that everything is working and functioning perfectly. First, check all pages from your old site to ensure its still accessible and directed to the same URL - you can utilize a URL checker to identify any broken links.

Also, check all other data such as images, videos, and user accounts. Its critical to identify any possible issues and find the ideal solutions for them as soon as possible. This way youll avoid any impediment to the functionality of your site with its new host.

Once youve considered all the things above, your final step is to say goodbye to your old web hosting provider - and youll do that by deleting your old hosting account.

If you can confirm that your site is fully functional, its time to cut ties with your old host. Its smart to do this straight away, to steer clear of any unneeded charges.

Thats it, youve considered all critical steps before migrating your site to a new web hosting provider.

TechRadar created this content as part of a paid partnership with Hostinger. The contents of this article are entirely independent and solely reflect the editorial opinion of TechRadar.

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5 things to consider when migrating to a new web hosting service - TechRadar

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Dedicated Server

Top 10 Discord Servers for Data Scientists in the Year 2023 – Analytics Insight

The Top 10 Discord Servers for data scientists in the Year 2023INTRO

Data science is a rapidly growing field that encompasses a wide range of skills and technologies. With the increasing demand for data-driven decision-making, data scientists and enthusiasts are in high demand. One way to stay up-to-date on the latest developments and connect with other professionals in the field is by joining online communities such as Discord servers. In this article, we will take a look at some of the top Discord servers for data scientists in the year 2023. These servers provide a platform for members to share knowledge, ask questions, and network with other data science professionals.

Data Science Central (DSC) is a popular Discord server for data scientists and enthusiasts. The server provides a platform for members to share knowledge, ask questions, and network with other data science professionals. DSC offers channels for various data science topics, including machine learning, statistics, data visualization, and more. The community is active and supportive, making it a great resource for learning and staying up-to-date on the latest developments in the field.

Data Science Society (DSS) is another popular Discord server for data scientists. The server is focused on providing a community for data science enthusiasts to connect, share knowledge, and collaborate on projects. DSS has several channels for various data science topics including machine learning, deep learning, data visualization, and more. The server also hosts regular events such as coding challenges and webinars on data science-related topics. Its a great place for data science enthusiasts to connect and learn from one another.

Data Science Study Group (DSSG) is a Discord server that aims to provide a platform for individuals to come together to learn and study data science. The server has multiple channels dedicated to different data science topics and tools, where members can ask questions, share resources, and collaborate on projects. It also hosts regular study sessions and coding challenges to help members improve their skills.

Data Science Community (DSC) is a Discord server that brings together data scientists and enthusiasts from around the world. The server provides a platform for members to share knowledge, ask questions, and network with other data science professionals. DSC offers channels for various data science topics, including machine learning, statistics, data visualization, and more.

Data Science & Machine Learning (DSML) is a popular Discord server for data scientists and machine learning enthusiasts. The server provides a platform for members to share knowledge, ask questions, and network with other data science professionals. DSML offers channels for various data science topics, including machine learning, deep learning, statistics, and more.

Data Science Mastermind (DSM) is a discord server that aims to provide a platform for advanced data science enthusiasts to connect, share knowledge, and collaborate on projects. The server has several channels dedicated to different data science topics such as advanced machine learning, deep learning, and data visualization. The community is composed of experienced data scientists who are willing to share their knowledge and help others to improve their skills.

Data Science & AI (DSAI) is a Discord server that focuses on bringing together data scientists, AI developers, and enthusiasts to share knowledge, ask questions, and network with other professionals. The server offers channels for various data science and AI topics such as machine learning, deep learning, computer vision, and more. The community is active and supportive, making it a great resource for learning and staying up-to-date on the latest developments in the field.

Data Science & Analytics (DSA) is a discord server that aims to provide a platform for data scientists, analysts, and enthusiasts to connect, share knowledge, and collaborate on projects. The server has several channels dedicated to different data science topics such as statistics, data visualization, big data, and more. The community is active and supportive, making it a great place to learn and stay up-to-date with the latest developments in the field.

Data Science & Big Data (DSBD) is a Discord server that focuses on bringing together data scientists and big data enthusiasts to share knowledge, ask questions, and network with other professionals. The server offers channels for various big data topics such as Hadoop, Spark, and NoSQL databases, as well as data science topics like machine learning and statistics. The community is active and supportive, making it a great resource for learning and staying up-to-date on the latest developments in the field of big data and data science.

Machine Learning Mastery Community (MLMC) is a Discord server that focuses on providing a community for machine learning enthusiasts and professionals to share knowledge, ask questions, and collaborate on projects. The server offers channels for various machine learning topics such as deep learning, computer vision, and natural language processing.

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Top 10 Discord Servers for Data Scientists in the Year 2023 - Analytics Insight

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Dedicated Server

The next Valheim biome is a haunted waste called The Ashlands – PCGamesN

Now that the Mistlands update is out the door for its Viking survival game, developer Iron Gate is ready to start talking about the next Valheim biome. The studio says its something quite different from what were all used to, and that it plans on taking a different approach to development than the very secretive process that characterised the production of Mistlands.

Our ambition with the development of the Ashlands is to show you a lot more of the process, Iron Gate explains in the latest Steam update for Valheim. This will mean you will see things in their early stages, and maybe even things that wont end up making it into the game at all, but you will also hopefully have a better understanding of how far along the development has gotten.

The studio has shared two pieces of concept art for Ashlands: The Charred is a trio of skeletal warriors, two armed with swords and one with what appears to be a magical staff. Morden is a twisted undead beast of some kind, twisted into a kind of fleshy, bony crab shape and armed with a mouth full of razor-sharp teeth and skulls.

Our current design vision for the Ashlands is that its a land of the dead, as well as a place with quite a volcanic nature, Iron Gate says. Expect spectres and lava flows as you venture into this new region, which will be a more contiguous landmass in the southern portion of the world map.

Development timelines being what they are, Iron Gate reassures players that there will be stuff to look forward to in the interim. That includes a new NPC named Hildir, who has her own questline that will open up new clothing options for your characters.

Theres no timeline yet on when we can expect either the Hildirs Quest update or Ashlands. Youll just have to check out our list of the best Viking games on PC to get your fix in the meantime, or use our guide to set up your own Valheim dedicated server to raise a hearty skl with your friends.

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The next Valheim biome is a haunted waste called The Ashlands - PCGamesN

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Dedicated Server

Google will enable Bluetooth in the controller dedicated to the service – Royals Blue

The stadium has entered its final stretch. Googles video game streaming service will officially shut down on January 18, and the company has been taking gradual steps over the past few months to make sure users know this and stop spending their money on a dead service. The only problem remained the hardware, i.e. the controller dedicated to the service, which without the Stadia servers became a useless piece of plastic. It seems that with the closure of the service, this controller will get an update that allows it to connect to PCs or other devices via Bluetooth.

The first steps towards shutting down Stadia were taken back in the fall, when the company stopped being able to buy content on the platform, and those with Stadia Pro subscriptions were given free access to them. Google then returned the money to everyone who had bought games on the platform, but not to those who had subscribed over time.

Some game developers chose to offer Stadia customers either the game they bought on the platform for free on other non-streaming services, or allowed them to transfer their Stadia saves to another platform so they wouldnt lose progress made playing the game.

The controller was a sore point though, as those who bought it, often alongside a Chromecast Ultra, couldnt do anything else with it. Sure, it also worked wired, but inside is a chip and antennas that allow both Wi-Fi and Bluetooth connections. Implicitly, this controller works exclusively over Wi-Fi, sending button presses directly to the server the game is running on to ensure the shortest possible response time. All other streaming services communicate with the controller exclusively via the device to which it is connected.

Google has confirmed that it will release an app dedicated to the Stadia controller, which will allow it to be updated to a new software version that will enable Bluetooth functionality. This will allow those who own such an accessory to use it alongside a PC, or other devices such as smartphones or tablets. The app will be launched next week ahead of the closure of the service.

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Google will enable Bluetooth in the controller dedicated to the service - Royals Blue

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Dedicated Server

Basecamp Details ‘Obscene’ $3.2 Million Bill That Prompted It To … – Slashdot

An anonymous reader shares a report: David Heinemeier Hansson, CTO of 37Signals -- which operates project management platform Basecamp and other products -- has detailed the colossal cloud bills that saw the outfit quit the cloud in October 2022. The CTO and creator of Ruby On Rails did all the sums and came up with an eye-watering cloud bill for $3,201,564 in 2022 -- or $266,797 each month. Plenty of that spend -- $759,983 -- went on compute, in the form of Amazon Web Services' EC2 and EKS services.

On Twitter, Hansson contrasted that cost with the spend needed to acquire servers packing 288 vCPUs and plenty more besides over three years. Hansson was at pains to point out that even that bill was the result of a concerted effort to keep it low. "Getting this massive spend down to just $3.2 million has taken a ton of work. The ops team runs a vigilant cost-inspection program, with monthly reporting and tracking, and we've entered into long-term agreements on Reserved Instances and committed usage, as part of a Private Pricing Agreement," he wrote. "This is a highly optimized budget."

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Basecamp Details 'Obscene' $3.2 Million Bill That Prompted It To ... - Slashdot

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Dedicated Server

Surfshark vs ExpressVPN: Which VPN is better in 2023? – Tech Lapse

Surfshark and ExpressVPN are among the most popular VPNs on the market. It may seem as if theres no difference between them, but there are many things that make them distinct from each other.

We tested the two VPNs to see how much they differ from one another. During our tests, there were a multitude of factors we took into consideration, namely, connection speed, security features, privacy policy, servers, and reliability.

In our Surfshark vs. ExpressVPN review, youll learn the key features the two VPNs offer and by the end of the article, youll know which one you should use. Below, youll see a table that summarizes the differences between Surfshark and ExpressVPN in different categories.

Surfshark

ExpressVPN

Location

The Netherlands

British Virgin Islands

Servers

3200+ in 100 countries

3000+ in 94 countries

Log policy

No log

No log

Price

Starting from $2.05 per month

Starting from $6.67 per month

Money-back guarantee

30 days

30 days

Compatibility

Windows, macOS, Android, iOS, Linux, Fire TV, and routers

Windows, macOS, Linux, iOS, Android, Fire TV, and routers

Streaming

Most major platforms like Netflix, Amazon Prime, Disney+, and Hulu

Netflix, Hulu, Disney+, BBC iPlayer, and more

Number of devices

Unlimited

5

24/7 support

Yes

Yes

Website

surfshark.com

expressvpn.com

Surfshark wins when it comes to encryption and security. Both VPNs use multiple protocols, but Surfsharks WireGuard is faster and more widely used than ExpressVPNs proprietary protocol Lightway. Surfshark also offers more security features such as NoBorders mode, CleanWeb, and Double VPN servers.

Heres a table that summarizes the key differences between Surfshark and ExpressVPNs security features:

Surfshark

ExpressVPN

Encryption

AES-256 and ChaCha20 encryption

AES-256 encryption

RAM servers

Yes

Yes

Kill switch

Yes (System-wide)

Yes (System-wide and application-level)

Ad and tracker blocker

Yes

Only blocks trackers

DNS leak protection

Yes

Yes

Both Surfshark and ExpressVPN use military-grade AES-256 encryption, which is virtually impossible to crack. Surfshark integrated WireGuard tunneling protocol into its infrastructure in 2020. Its the same protocol thats used by NordVPN and many other VPNs. As youll see in our speed tests below, WireGuard is faster than ExpressVPNs proprietary protocol Lightway.

Surfsharks WireGuard tunneling protocol is faster and safer than ExpressVPNs Lightway.

ExpressVPN is currently the only VPN on the market which uses Lightway, which means the company still has a long way to go if it wants to establish trust and promote adoption among users. Its faster than OpenVPN, but its no match for WireGuard.

Surfshark and ExpressVPN both have kill switch and split tunneling functionalities. Surfshark has a system-wide kill switch, which means it disconnects your entire device from the Internet when your VPN connection drops. You dont get to exclude specific apps from it.

ExpressVPNs kill switch is called Network Lock. You have the option to select specific apps that remain connected to the Internet when the VPN connection goes down. Kill switch is enabled by default in ExpressVPN and you cant disable it on the router app. On Surfshark, you have to enable it in the settings after downloading the app.

Split tunneling on Surfshark is called Bypasser. On both VPN services, split tunneling is available on Windows, macOS, Android, and routers. Currently, theres no VPN that has split tunneling on iOS due to restrictions by Apple. You can use the feature to exclude certain apps and traffic from passing through the VPN tunnel.

The only worthwhile additional feature ExpressVPN has is Threat Manager. Its a tool that prevents sites from tracking your browsing habits. As a result, you stop seeing targeted ads. Surfshark has a similar feature called CleanWeb, but it doesnt just stop sites from tracking you, it also blocks ads.

Surfshark has more security features than ExpressVPN.

Surfshark also has Double VPN and static IP servers. Double VPN means your traffic is routed through two servers, encrypting your data twice and giving you extra protection. This is similar to NordVPNs Multi-Hop routing.

A static IP server gives you the same IP address every time you connect to it. Its different from a dedicated IP because the IP address youre assigned on a static server is shared with other users and not used exclusively by you.

ExpressVPN and Surfshark both work in China, but the latter has a feature called NoBorders which is made specifically for regions where the Internet is restricted. It turns on automatically if the VPN detects your network is being restricted.

When it comes to privacy, ExpressVPN has an edge over Surfshark because its based in the British Virgin Islands. Both have a proven no-log policy and RAM-only servers, but Surfshark is located in the Netherlands, a member of the 14 Eyes alliance.

Weve added a table below to show how Surfshark and ExpressVPN differ in terms of privacy:

Surfshark

ExpressVPN

Logging policy

No logs

No logs

Location

The Netherlands

British Virgin Islands

Member of 14 Eyes alliance

Yes

No

External audits

Yes

Yes

ExpressVPN is located in the British Virgin Islands, a region outside of the jurisdiction of the 5/9/14 Eyes alliances. Surfshark, on the other hand, is based in the Netherlands, a 14 Eyes country where VPN companies have to follow data retention laws. Surfsharks no-log policy is just as good as ExpressVPNs, so its very unlikely for the VPN provider to share data with the government.

Both VPN services are at the top of their game when it comes to having a no-log policy. Theyve had multiple external audits. Unlike most other VPNs that store their data on disk, ExpressVPN and Surfshark both have RAM-only servers, which means any data thats retained while youre connected to the VPN is erased as soon as you disconnect from it. ExpressVPN calls its RAM servers TrustedServers.

ExpressVPNs RAM-only servers are called TrustedServers. (Source: expressvpn.com)

Surfshark is one of the cheapest VPNs out there, which is why its the winner in this round. ExpressVPNs price is its biggest disadvantage because its more expensive than most VPN services. They both have a 30-day money-back guarantee and give you the option to pay with cryptocurrency.

As always, heres a table to help you understand the pricing structure of both Surfshark and ExpressVPN:

Surfshark

ExpressVPN

Monthly price

$12.95 per month

$12.95 per month

Semi-annual plan

None

$9.99 per month

1-year plan

$3.99 per month

$6.67 per month

More:

Surfshark vs ExpressVPN: Which VPN is better in 2023? - Tech Lapse