All right. Hey, everyone. I'm Nox from SysTig, and we're going to be covering troubleshooting and forensics. So normally in these talks, you go into monitoring and security. We want to go a little bit deeper and actually go in and do some forensic analysis today. Before we get started on that, I want to give you a little bit of overview about who we are at SysTig and what we do. We are founded by this guy named Lor Stejuani.  And a lot of the same approaches that we took into getting visibility into your network, we're now using similar ways to get visibility into your containers. So we launched our open source project, SysTig. And from there, we've got millions of different users of the SysTig open source tool. And that's the base of our instrumentation for all of our commercial products as well. We've got 300-plus enterprise customers using SysTig for real-time monitoring and security visibility into their systems. And we're part of the Red Hat ecosystem, part of the Container Catalog, and the Open Innovation Labs, all that kind of stuff. So what I wanted to talk about today is how monitoring and security at scale is a different challenge. So first, on the visibility side, containers are really going to break your legacy monitoring and security tool. So how do you get visibility into what's actually running inside those containers? Application metrics, system metrics, any file that's opened, any network connection, those user commands? And then how do you tie that back to your services that are being deployed by OpenShift? So not just protecting a container image, but then going back and scoping policies, looking at intrusions and events at more logical layers like OpenShift deployments or your different namespaces. And then how do you take that data at scale and manage it without having to add tags to all your metrics and running into huge cardinality issues? So I'm going to talk a little bit about the architecture of our platform. And it comes down to two different main components. The first is container vision, which I'll get into a little bit later. And this gives us visibility into your applications, your networks, the hosts. And then service vision, which is where we're going to take all the metadata and all the labels from OpenShift and your cloud providers and tag any security event or any performance metric that we collect with all the relevant data for your troubleshooting and forensics investigations. This data can be sent to our cloud platform or to be deployed as an on-prem service. So however you want to run it, however you want to consume our services, you can do this. And that single agent and single back end provides full monitoring, security, and deep troubleshooting and forensics capabilities. So now I'm going to talk a little bit about how we actually collect data from your systems. So this is a simplified host. We've got a custom app running in a container, another classic IngenX image running here. And you can deploy our agent as a process or a container that's running on the host. From there, we're actually going to instrument the kernel to see all the different system calls that are running, to be able to see any activity inside that container, anything that's happening from those processes, and then send that back to your back end. From there, what you're seeing on the left is what a lot of your applications look like. So OpenShift is scheduling your different pods, your different deployments across a bunch of physical nodes. And what we'll do is integrate directly with the OpenShift APIs to then give you a logical view of how those applications are performing. So you can write a security policy that says this deployment as a whole shouldn't have any outbound connections. And then that policy will then scale to the hundreds or thousands of containers that are rolling up into that service. So this instrumentation is the basis of our open source projects on the top. So SysTig for real-time troubleshooting, SysTig Inspect for forensic analysis, and then SysTig Falco, which is our behavioral activity monitor that's also open source. And then our two commercial products of SysTig Secure and SysTig Monitor. So now I'm going to talk a little bit about how that metadata changes troubleshooting in forensics. So if you're looking at something like the HTTP response time of a service, the 99th percentile, it's pretty useful to see.  And that's where the labels and metadata come into play. So what we can see now is how that service is now performing based on an individual container and how that rolls up into that aggregate. Another easy example of this is doing something like detecting crash loop back events within OpenShift. So here we can look at the specific pod restart counts that are happening within a namespace and then triggering those events before that pod restart starts affecting your service as a whole. From a security perspective, you'll want to do the same type of thing. So with that outbound connection that I talked about before, if you go in and apply this to a Redis deployment, it will then go and protect all the images, all the different containers that are rolling up into that deployment. And then you can configure the specific ports that you'd want a whitelist and the standard behavior that you'd expect for that specific deployment. So now let's go a little bit more into troubleshooting and how you figure out the what, the where, the who, the why.  But what I'm going to do really quickly today is take you through a forensic investigation within Cystic Secure. So this might be a little hard to do with one hand. So I'm going to get Troy. All right, so what we're looking at now is a topology map of my entire infrastructure. So this is a simple three-node OpenShift cluster. We've got a bunch of physical nodes connecting out to remote IP addresses. And here you can see all the different security events that have happened on a per-node basis. But if you're looking at your services and the health of those and the different events that have happened, you're really going to want to enrich this view with that OpenShift metadata. So now I can switch this to look at my certain deployments. And now we're just looking at the specific namespaces. So now I can see each namespace in my environment drill into a specific namespace where violations have happened, and then drill in further to a deployment to investigate further. So if I click on this WordPress deployment, we've seen an event for a user spawning a shell in a container. So this is kind of your classic container intrusion that should never happen inside production. And if I click on this, I'll get further details about where this actually happened from a physical perspective, and a logical perspective. So we're getting all the different OpenShift metadata about the namespace, the deployment, the pod. You don't have to do any additional reverse lookups, log correlation. Every single event is going to automatically have all of this metadata enriched. So you can know if you have to go change application configuration or go and patch that host. So from here, using our lower level visibility, I can jump off and see the commands that were executed. So if I click on View Commands, we can see a user spawned a shell. Looks like they curled down a sketchy looking root kit. So this is something we're going to definitely want to do further forensic analysis of, and then unzip that root kit. So by jumping over into our Captures tab, we can open up a capture for further forensics. And what a capture is is a dump of all the system calls that happen pre and post any security violation in my environment. So this will give me a full snapshot of everything that was going on at that point in time. Open one up really quick. All right, trade show Wi-Fi coming through. OK, so the first thing I can do is overlay that point in time when the event occurred. And so you can see I've got all the data from the 15 seconds leading up to that event, and then the 15 seconds afterwards as well. And this is giving me a nice overview of all the different system calls and the activity that was going on. So from here, I can start to go overlay file activity, network activity, those executed commands that we saw before to spot trends across my environment. And then we can use these filters to only filter the data that's relevant to the investigation that I'm doing at this point in time. So from here, we can jump into those executed commands again, and then now go another layer further to see what actually happened when that root kit was untarred inside my container. So if I double-click on this tar command, and then because of all our file activity, switch over to this files view, what we can now see is every single file that was written inside that container at that point in time when that root kit was unzipped. And then because we're seeing all the system calls, you can actually go another layer and view the content. So if I use our IO Streams button here and drill in, make this a little bit more readable, now we're actually looking at the individual contents that were written to the container at that point in time. And the nice thing here is you'll have this full audit in Forensics Log, regardless of if that container is still running, if it was started and killed right away. It's a full snapshot of every single thing that was happening on your system. You can also use all this data for troubleshooting. So if you wanted to jump in and look at HTTP requests, see the errors, and all that kind of stuff, you'll get full visibility into really anything that was going on. So hopefully this was a quick overview about how you can use SysTix data for deeper troubleshooting in Forensics. And if you'd like to stop by the booth to see more about what we do at the higher levels with monitoring and security, please stop by. And then I'll be here for a question. So thanks for joining today. [? MUSIC PLAYING ?]


Now we're going to review our learning targets for today. So, Jasmine, would you go ahead and read the first learning target please? I can analyze Shirley Chisholm's perspective in equal rights for women. Okay, great. I can analyze Shirley Chisholm's perspective in equal rights for women. And what does the word perspective mean? Okay, Kyle. Your point of view. Your point of view, right? But in this case it's not your point of view. Whose point of view is it? Jordan. Shirley Chisholm's? Shirley Chisholm's point of view, right? So we're looking for Shirley Chisholm's point of view. What is her perspective? Okay, the second learning target. Jordan, why don't you go ahead and continue and read that second learning target. I can analyze how Shirley Chisholm acknowledges in response to conflicting viewpoints. All right, great. I can analyze how Shirley Chisholm acknowledges in response to conflicting viewpoints. What does conflicting viewpoints mean? What does conflicting viewpoints mean? Adrienne. Arguing with other people's how they think and how they, yeah, how to think. Arguing with others, right, and how they think. What else would you say, Malik? The point of view and arguing about it. Another person's point of view and arguing about it? Okay, great.


The U.S. Marines with Marine All-Weather Fighter Attack Squadron 224. Fly F-A-18 Hornets Above Finland in Preparation for Exercise Freezing Winds 23. Freezing Winds 23 is a Finnish-led maritime exercise. In which United States Marines assign to Marine Rotational Force Europe, and U.S. Navy Forces Europe take part. The exercise serves as a venue to increase Finnish Navy readiness, increase U.S., Finland, and NATO partners interoperability. In operational logistics, integrated fires, and amphibious operations within, the Baltic Sea literals.


Excuse me It's 3d cannon back today with another door dance video huge sounds you for tuning into the video make sure you smash that subscribe button Give me a thumbs up and do not skip those ads today is January 24th, and we already started dashing. Guess what? We got two Walmart orders order number one three orders six items fourteen miles twenty one dollars order number two Three orders three items sixteen point one miles for twenty twenty five. Stay alive. I hope you guys enjoyed this video We're kind of in a rush because we have to meet with the client because you got to sign these papers, baby We have another house under contract. So hey, I told y'all twenty twenty two is going down Then I it's gonna be my best year yet So if you aren't subscribed make sure you smash subscribe button if you are subscribed Give me a thumbs up and do not skip those ads. Let's go get this money back, baby back like you never left Let's go get this money Somebody up here because that's what we are in a rock It's some other people here Yes, that's me I'll also have one for Stephanie when you thank you Is it both of us they have the same thing No, we should have the same thing I'm Jerome Son of Jerome 2 for me. Oh, maybe. Oh, this is yours. This yours in cuz I see it's more items. This is yours Yeah, you're right. You're right. You're right. This is yours. So this is yours.  You have 10 yes, ma'am. Oh, that's crazy. Hmm. I'm glad you said something cuz I would have walked out here with your stuff Well, he's in the park.  So I'm like Yeah No, yeah Stephanie I have Stephanie on this phone Okay, that's fine So we got all the Walmart orders. I just want to talk to you guys about some so this morning I woke up everything's okay. And then for some odd reason I got in like this bad mood I don't know why sometimes this happened to me I know you guys don't see it because it's on the video But sometimes I doesn't be having bad morning for some reason I just want to let you guys know this On the road to success is going to be some ups and downs It's gonna be some roller coaster some bumps and nothing is going to be easy You have to put the work in and grind and regardless of how you feel and you got to get up and keep on moving and groove Just because I'm having a bad day don't mean I need to sit at home and move around all day And to keep on moving and groove it and hopefully they gets better than if it don't also I want to tell you guys this try to keep your negative energy Because everybody you're not gonna have a good day every single day If you have some bad energy try to keep it away from other people because it's gonna transfer from one person to another one I'm not perfect. I'm not claiming to be perfect and sometimes I just have bad days I don't know why cuz I have so much to do. That's probably really what it is I gotta do this. We gotta go over here. We got to do this other thing We got it's a lot on my tenant text. I mean it's just a lot going on right now. So Regardless of anything Make sure you guys stay focused and keep grinding no matter what This is gonna be some good days. It's gonna be some bad days. It's gonna be some great days. It's gonna be some terrible days But all you gotta do is keep getting up every day and keep on grinding so you can keep on shining and never give up If you give up and you quit that's gonna be the end of it Do not quit That's the that's the main consistency of the key keeps staying consistent and keep on doing it And eventually you're gonna get to the top and I see you got to the top on to the house. Let's go We gotta get busy, baby. I told y'all are we on the move? Just keep moving and moving and getting this running, baby You gotta get this running and standing You know, I might be walking fair, but I ain't walking fair.  Let's go over number two. What do you do baby? Let's get this one off Let's see we don't get my little All right, buddy I don't know what that photo y'all already know. No, no. Let's go Three we hear baby. We getting busy, ain't we? I don't know. Let's hit him with the photo Here to jump off number four, baby. Guess what? We have 27 minutes to uh, do these last two Hit them with that photo Let's order number five, baby Guess what? How many minutes we got left? 18 minutes Oh, I don't like this. How do I hit him with that photo? Jump on the note off Let's go We have 15 minutes to get to the house We getting busy. It's on the tumble. Hey, who? Hey, come on below and let me know if we killed this or not If we killed it or not killed it. The house is dirty not that far. So we're actually gonna be early We got a big cat food Probably right there You don't want the photo. You don't already know though. Wow Okay, oh order number three, baby jewel osco to order six items 8.3 miles for 1850 get with me Oh, y'all guys want to make sure you stay tuned to the video because On valentine's they were doing something special. So make sure you stay tuned. It's gonna be as close We already got it planned out and everything Hello, I have a pickup for uh, jason and christopher How old is he? You know what the clock is already? You're gonna be a genius We're working on telling you Uh-huh I see you got the crocs. So you ain't got to tie those. He can just stick them on and go He throws these all of the time. Oh, yeah, I can move this for as he could put him in here. So you ain't gotta Oh, okay Yeah, this is gonna be hard for that There you go right there And then this is jason All right, I appreciate you boss. We have a good one. Let's go Order number one, baby. Let's get it Get busy. We can't we deliver to this house before And guess what this guy gave us an extraordinary tip I'll just put the last two here. All right, great. Or if you want to I could put it right here I'll take you to just set it right there. That's fine. All right. Thank you. You have a good one, sir Let's go Oh Boy, guess how much we got for order number three. Bam right there. Yeah, we got busy, didn't we order number four Walmart and store pickup a item 6.2 miles for a 50 get with me This joint, let's just look at it This is a piece of junk Excuse me. I don't know why I knew her later. She's tripping Cheyenne, what's going on? How are you? I'm living the dream. I can't complain. I have a pickup for Stephanie It's an express. You would pull around to the side and they'd bring it around for you Why is that? This is an in-store pickup. I'm not too sure. It's been saying that for a lot of them So we have to pull around. Yes. She look where it is. Look right here Yes, I do apologize. It's an express. You just pull it right around. They're gonna bring it right up to your car All right. Thank you Oh, hello. Oh, I didn't give it a piece to you before I think. Oh really? Yeah Here you go. Thank you A finger that'd be so bad. That's one I think we're good Thank you so much. All right. Thank you. You have a good afternoon Order number five stay alive McDonald's four items 1.1 miles for five 25. Let's drive Make it easy, baby a little early like three minutes I'm gonna have a pickup last three number six eight five All right, you have a good one Order number six McDonald's two items 1.4 miles for six 75. Guess what? We got both of them back there already number five and six are going on the exact same street So let's get bit. Oh, yeah Public service now public service announcement to all the McDonald's managers Please put people who move fast to fix up the delivery orders because they some people just take way too long public service announcement McDonald's managers Put people who move fast for the delivery orders just makes common sense to me But hey, who am I the ones to move a little bit slower You probably want to make them cook fries or cook some some in the back or something like that But we're here at this first order. Let's get busy This first order and they ain't shoveled a thing boy. They ain't shoveled nothing. You better get some kids out here to shovel boy You know what that photo y'all already know They ain't shoveled nothing either House number two what to do baby it says leave at the door and do not bring the door back So that's exactly what we're going to do I feel like I came to this house before or something I'm sure we delivered something Lucky number seven jewel osco three items 10.1 miles for 13 dollars. We are hot. Let's go Order number eight. Don't be good. Be great, baby Jewel osco We have to it's beer wine and spirits four items 5.1 miles for 1350 get with me We learned our way to jewel right now. We're going to pick up her order there We're going to pick up my order. We're going to drop mine off first because it's close with them. We're going to drop hers off Let's go get this Zing zing we didn't done in the game you put it on the map like that Don't y'all know about the jing jing point? I know Look what we got guys Instead of it being red it's supposed to be blue It's hooked us on that one Do you choose to wear the gopro? Yeah, that's smart. Yeah, because you never know and I have a youtube channel too. So I do it for that try to give more money There you go. I think you can just sign them right here, man You the only person they ever said something about the most people they never say nothing or they probably don't see it Yeah, that's cool. Thank you You too you have a good one order number two what it do they got some snacks in this journey got some pringles we got them I never even really had these because I got these stuff like that They have chicken corn dogs now. Have you ever had something y'all have comment below and let me know how they taste Order number nine we on the grind to the end of time, baby. We got an instant card And we didn't it's car order in a while It's the card order 11 items 10.6 miles for 1876. Let's go Let's go try to get this baby through first. Give me gonna work our way back Yeah, but This is it got that first one, baby Got that harvest wheat harvest wheat is right here, baby Got that There we go right here Got our four things. That's how my part. Let's go So it's 1.5 miles in this for 9 57 items So we need Italian sausage mile We all eat Italian sausage comment below and let me know We all eat them Italian sausage Johnsonville Italian sausage Right here got that He didn't answer so we're gonna substitute it for this regular monster Julie Scansky Hello I'm funny yourself. Oh pretty good. I'ma just drop it down Okay, I'm gonna have the other ones you got it. Do I have all them? Yes, I do. Yes, ma'am. Okay. Thank you very much You have a great night Let's go. So let me explain to you guys what happened order number 10 was jewel osco 7 items 1.5 miles For 9 50 get with me What happened was we was in jewels shopping for the other order and this one came in on my phone So I accepted it and then what we had to do was I had to hurry up shop for that And the person who we were shopping for before they got some chicken wings chicken wings had to be cooked So it took a little bit more time my business part to stay here But he made the chicken wings. I hurry up dropped off order number 10 now I'm coming back together. So a lot of times You guys be seeing us multi-acting with different uh with two different phones and all that stuff A lot of times we be having to finesse it man. I ain't gonna lie We're not finesse it but make the impossible possible. We have to do that sometimes But let's get back to this money, baby Order 11 jewel we were on our way back, baby 12 items 8.9 miles for 16 50 Get with me. Let's go one two three four one two three four one two That's springity, baby. Hey, whatever happened to the upside down seven up in the spray remix. Remember that? Remember that back in the day Last but not least you need 2% dinged up, baby 2% I'll be just remember the tops that blue top that blue top, baby Listen, we come to this house all the time and drop off food and everything They be getting righteous Dropping like it's hot.  Okay huge chunks on me in the hell Okay before him I never seen it before Hello I can handle him says you're welcome. Here you go I appreciate you. You're welcome. Have a good one. Let's go Order 12 mcdonald's two items 2.6 miles for 675. Let's drive In this Jordan is packed with jockey cars all the way over here By the end of the building. Let's see if they got us together. It's not me working way way too long Oh Hello, I have a pickup last three number six six seven Thank you. You have a good one. Yeah, let's Oh, hold on wait. I ain't got the beam on it Girl, I'm here. Bye Order 13 let's get this green go to see nice two miles for 862 what it do We are here baby. Let's get this money. Hopefully they got us together. I think they do. It gives you pretty good with this Hello I have a pickup for a la deja be Oh, okay. Thank you very much. We have a great night This is very smart. Look Let's go. Hello. How you doing? See I couldn't see that all I can see is the 608 There you go You have a good one Order 14. We're in the routine, baby. Walgreens three items 4.3 miles for 925. Let's drive Mandu cold red and a coca-cola with the Let's see should have told me that Sometime we don't know baby Look at the big star, but you know what the photo? Order 15 it's time to get this cream. Japeau lay two items 4.7 miles for 850 get with me. Let's go Beautiful I just want you to know me You're my favorite girl Says I'm in door where we go. Let's go order 16. You know what that means. It's almost our last. So let's have a blast I have sushi five items 4.8 miles for 725. Let's drive sushi I love that sushi sushi, which I know about that. They just look like they got us together Hello, I have a pickup for Megan Thank you you guys have a good one Oh, okay. Thank you. You have a good one I'm up to sushi sushi Uh-huh Got this joint right there. Let's see how I sleep out of the door Okay, hold on. I don't already know Let's Hey, you don't know so for gb had he had a uh concert We had you know, he's performing at this, uh At the north chicago days, whatever his car. He was supposed to be performing And he had to try to make it a pg-13. So that's what he was going to say Thursday Thursday's me Thursday. That's what he was trying to say to did Because you don't say 30 girls be 30 don't you know y'all y'all be thirsty on 30 Thursdays at the mall trying to get drugs for free y'all don't Y'all be thinking y'all sleep a a fool is born every day. Somebody's gonna better spend it. They don't spend no band the bands the bands the bands I hope you guys enjoyed the video again if you aren't subscribed make sure you smash the subscribe and guess how much we got today We ain't getting no bands. We've got two oh four thirty four Baby one more thing make sure you guys lock in tomorrow because it's going down tomorrow tomorrow We back at it like crack at it and it's possible that on Saturdays and Sundays we're going to try to get done as fast as possible So we just might shoot right when we start just go all the way through until we get that 200 plus Because we try to get off a little bit early on Saturdays man. We just want to get in and smoke hooker You know cheers cheat day tomorrow. So we get to eat good drink good smoke hooker So you don't get in here, baby But I hope you guys enjoyed the video again Don't subscribe make sure you smash the subscribe and if you want to score give me a thumbs up and do not Skip those ads tomorrow. We get back to that bad. So I'll hope you there. I want to say this one more thing before we go I really appreciate every last one of you. I really appreciate that There's somebody I can't remember the name but people just saying I'm I'm aspiring to do this man. Hey We about to get this money 22 2022 is going up So everybody lock in lock down because it's about to be a crazy year But I see you guys tomorrow. We're going we're growing. We're throwing you already knowing it's ddk and i'm on my way


Good morning and hope you're well. This is September 24 and I look forward to the session ahead. I cover off a few things in the briefing this morning. I think we saw what had to happen yesterday, in the first session of the week of course. One of two main points of note with anticipatediziw, is important to see plank character data from Europe. We'll look back at manufacturing and services, PMIs a'r cyfechydig o'r llaw ar gyfer gwaith, ac rwy'n cynnydd eich gwlad i'r gofyn o'r hyn oed i fath o gaelio gaelio gaelio'r ysgol ffysgol Fiziol. Mewn dweud i'r ddataeth oherwydd gaelio'r oes, dywed o'r sectorau fasnioli gyda enhymo o'r ysgol a'r ddorolaeth, maen nhw'n cael ei g�ianio cyffredin iawn i ei gaelio'r methu i'r cefnogi pob, a chenwch rymd yn ymdteidydd ymddir i gynnwysm iawn i gael eu cyntaf ar gyfer gweithio. Rwy'n gweithio i'n credu'r cymryd. Rwy'n dod o'r rhan o'r ddweud o'r ddweud o'r hyfforddiadau a chyrwbwyr o'r ddweud o'r rhan o'r Gweithio. Rwy'n wedi'n gweithio ar y sgwr o'r gweithio ymdweud. Rwy'n ddegwch chi'n ceisio ar gyfer Boris.  Wrth gwrs, yn ymweld iawn i'r awr yn fynd o gwathio ar gyfer y maen nhw, rwy'n gilydd o'r llan ymddangos ymddangos. Mae'r peth o'n ddim yn gweithio i'r bwysig ar gyfer y maen nhw, Mae'n gweithio cael ei wneud i'r ddweud i llawer o'r ymchwil yn y brifau yma, a rwyf yn credu i'n meddwl i'r ymweld. Dyma'r ymdindig o'r ffordd ddau ddweud i'r unig ddweud i'r eu ddweud i'r llyfr a'r ddweud i'r llyfridau ddweud i'r llyfridau ddweud, oherwydd mae'n rhaid i'r llyfridau i'r llyfridau i'r ddweud i'r llyfridau, i'n ddweud i'r 16, 17, 11 yma. Felly, ychydig eich bodi'n ddysgu'r ddodol, ddim yn ddodol i'r ddodol, i'w ddodol i'w ddodol yma'r sefydlu, ddim yn y dyfodol i amser ymddiol. Felly, mae'n rhan o'u gwybod i'r ddodol. Mae'n ddiolch i'r 111 ymddiol, yma'n ddodol i'r sefydliadau, ac yn ddodol i'r eich bodim iawn yn yng Ngheirwyr i'r 1-10-32, felly mae'n defny'n fwybod i'r ddodol, 60-70 pips ar y dynol, felly roeddwn ni'n gweithio... fel ydych chi, mae fyddiad yn fawr i'r eich anghymddion ac mae'n gweithio ar siaradau. Felly, mae'n gweithio'r cwmhwytaeth yma a'n gweithio'r fuddfa fy ngosodd ac mae'n gweithio'r ffigio'r PMI gan gweithio yma. Mae'n gweithio'n ymddangos o'i gymryd dros y mae'n gweithio'r PMI. Felly, we covered this live in the briefing yesterday morning, but as you can see, we had a print on the far right of this chart, 41.4, which basically is the worst reading for 10 years, so you've got to go back to right in the height of that global financial crisis a decade ago to find the last time that the German manufacturing PMI number was this bad. Ac byddwn ni'n ymdw i'w cymwyng, ac mae'n cymwyng yw 44, sy'n cyfrifiad yn eu cyfrifiad. Yn y cyfrifiad, mae'n cyfrifiad yn y cwrwm 50 o'r twfyn i'r llyfr yma'r cyfrifiad. A'r 49 o'r cyfrifiad yn y cyfrifiad yw'n cyfrifiad yn y cyfrifiad. Mae'r cyfrifiad yn y cyfrifiad arall. Ac mae'r cyfrifiad yn y cyfrifiad, yw'n cyfrifiad yn y cyfrifiad. See what I mean this move to 41.4 takes us definitely firmly below that 2012 low. And so Yep, it's a 10 year low in the crisis we did get down to 32 but certainly 32 is a number you won't see very often marry off the cold search was the extreme nature of that global crisis but so this was obviously bad news on the services side yn y cyfnod o Gerdd-Dean i'r cyfrifol, ond wrth gwrs mae'n gweithio i'r cyfrifol yma. Ynod o'ch bydd y ffordd yn maen nhw'n cyfrifol o'r cyfrifol. Yn gweithio ar y cyfrifol, mae'n olygu yn ymwyngau. Mae'n mynd yn ffynu sydd o'r diolch yn rhan fwy o'r ffordd yn ymwyngau. Felly, mae'n gweithio ar yr cyfrifol sydd yn ymwyngau bachio'n gweithio. Ond yw'r gweithio'n gweithio'n gweithio cerdd-dean yn effeithio. Ac rwy'n erioed i'n ffigurio hyfforddiad gyda France, ac nid yw'r gwmwyselau eich cyfwyddaeth Eurozone PMI, cynyddiwch ym Mhongorol a'n Ffrance a dda Mhongorol yw ym Mhongorol yma. Am fawr yw ym Mhongorol yma sy'n y gweithio Cymrydd Ym Mhongorol a'r tomod ond hefyd ble creation of of the European data that Germany makes up, given the size of that economy. It's not a surprise that this dropped to a new ten year low as well. Dw i'n gweithio y peth eich ddweudio, hwnnw, mae'n ddweudio gweithio'n ymddangos. Byddwn ni'n gweithio'r rywfyrdd. Yn yng Nghymru, mae'n gweithio'n gweithio'n gweithio? Felly mae'n gweithio'n gweithio'n gweithio'n gweithio'n ddweudio. Felly mae'n gweithio'n ddweudio'n gennym LGDP. Mae'n gweithio'n gwneud o'r quwataeth. yng Nghymru 1 yma yw 1.25-3, ac yn ystod yng nghymru at roedd yr oedd yn unig bwynt yn dweud. Mae angen i dechrau, yng Nghymru yw 1.25-2 yw negatif. Yn gynllunio, mae yng nghymru yn GdP a'r oedd yng Nghymru yw minus 0.1%. Mae'n byw'r pryn o'r pryn arall, ond rwy'n teimlad â'r reisio teulu yn cyd-reif yn y rôl, ond yng Nghymru yw negatif. It was really worried that Germany were in recession. If Germany and recession that was the core engine of the European economy. I will flick back to the charts to talk about how it has impacted someone on other assets. The Euro D value. It did rebound half of that selloff in the end, and we caught some key resistance at those lines we had drawn up. ac roedd y ddechrau feddwl yn dweud ar y ddweud yn y ddweud y 16 o 17 o'r ddweud yn Lloedd Cymru, gynnwys i'r ddweud yn Lloedd Cymru. Yr ydych chi'n gweithio'r gweithio'r ddweud yn ei ddweud ar y ddweud. Rym ni wedi bod yn ddechrau bod y prysgwyd cyhoeddau. Felly mae'r gweithio'r ddechrau, sy'n ddweud, yn cymdeithasol y dychysig o'r parwydd. The German equities take the biggest move to the downside Let's move just a couple of these lines We had this line out, drew a box on this when the German dax was selling off That back-of-the-data in the briefing yesterday Joy cutd this box to pick out the low from stealthiest September We broke nothing up at Wednesday Thursday double bottom at a new turned 33 ac rydym yn ddechrau'n gweithio. Dwi wedi'i gweithio'r dyfodol yn ddechrau'r ddweud. Rydym yn dweud o'r gweithio'r gweithio'r gweithio. Mae nesaf, roedd yn ei bod yn gwneud hynny. Mae'n rhan o'r maen nhw. Ond yw'r gweithio'r ddweud, mae yna'n dod yn y dddangos o'r ysgrifennu oedd yn yr hynod yng nghymru. Dwi'n ddateg o'r ddac o'i ddau yma yma o'r ymlaen. a ond, mae'n gafodd ac yn teimlo i obu am gyffredd y dyfodol yn ddechrau ar y dyfodol yma, felly'n gafodd yn ddags o'r cyhoeddion yn y dyfodol, ac mae'n ganddwch chi'n cael ei wneud yn yr ysgrifennu'n ei wneud. dyfodol y dyfodol yn ganddwch yn ffordd o'r cyhoeddion yn ddags, fel y dyfodol ei wneud yn ddags, include peirwyr hynod. The difference between the earning and spending, you're either going to have a budget deficit or a budget surplus most developed, certainly Western economies are running with deficits, that's where they're spending a little bit more than their earning and this is the concept of borrowing today to then invest in Meir Whe gefnognau gwylag oes. But Germany had definitely been taking a different path, and you could really say, they haven't had a deficit since back in the crisis, and even right at the worst point of the crisis, that deficit was only minus 4.2 per cent. Compare that to the likes of the US. The US almost hit minus 10 per cent in the crisis. Compare that to the casualties of the crisis like Greece. That deficit was more like minus 16 per cent. Economigly, Europe is very weak. Who is the biggest economy in Europe, is Germany.  They are not delivering any fiscal stimulus to try and stimulate economic activity in their own country. If they did do that, it would be quite a powerful stimulus for the whole of Europe. Ac, ei ddweud yn yr enwol, mae'n fwyaf ar gyfer y cyfnodau iawn. Mae'n meddwl, Oeddon Maria Draghi yn ffysgol yn ffysgol ffysgol a'r hollol ar y ddechrau. A'r bobl yn rhan o'r partyn yn y llwyaf ar y distan ffynol yn y dyfodol yng Nghymru, yn ffysgol o'r Llywodraeth Ysgol, ac yn y pethau'r eistedd yma, Ac yn ddechrau i'r wychon ni'n edrychw'r ystodwch ar gyflwyganwch hwnnw, a phall o'r lleonwch, ac yn dweud o daith o rhaid dweud. Felly mae gennym hynny. Mae gennym hynny yng nghyddon o'r f thirteen yna. Fe wnaethau yn ystod oetho ar creu mopod. Mae hynny'n ardal, oedd yn gwirionedd ffysgol ynghylch yn dda'r wychau ychydig. Mae cais y gail ffrwdyn nhw'n ei artistrach. ond o'r ardal ni. Felly mae'n iawn i'r Ddau Merchill. Mae o'n bach o'n ddau ffysgolig, ffysgolig, dylai, a'r prudent. Ond o'r prudence'r Ddau Merchill yn llysgol, yn ei ddefnyddio i'r ysgolig ar gyfer y regesio yn y ffysgolig, a'r ddau'n gweithio'r ddau'n ei ddau'n ddau'n ddau. Rwy'n gweithio eich hwnnw, ac mae'n ddau'n gweithio'r ddau, rwy'n gweithio'r ddau'n gweithio'r ddau, of October. We'll always start to hear noises out of the German government that we're going to see some kind of stimulus package. Is this a reason why the DAX actually in the end almost retraced a full sell-off yesterday? So I think certainly something to look out for in the weeks to come. Any German fiscal policy noises coming out of Frankfurt or Berlin then this could well have quite a powerful effect on European markets across the continent. It's something we've been waiting for. So I just want to put that on your radar and I need to talk about the Bund here and I'm going to bring and make this chart much bigger and this is German 10-year bonds and I want to bring this onto a weekly chart to put things into perspective. This market let me just mark up these kind of big major technical levels like the 2018 low for example and at 156.87 you got the October low from that year not too far away from that but certainly on the upside we had caught some key resistance in the quarter one 166.83 and then we had a powerful move to the upside okay. Now the ECB have just rolled out another rate cut they've just rolled out a restarting of their QE programme albeit only 20 billion a month but it is open-ended so this means buying more bunds and so that might drive the price to the upside of course that but I mean it's disappointing the amount that they've decided to restart QE with and you've seen this big correction back lower here for bunds but generally speaking bunds are right up at the top end I mean if I go to a monthly chart you'll see that once that loads you'll see that German bonds are right up at the very top end of their all-time ever highs let's just put it that way once we've broken that 2016 top at 168.95 this thing's just ramped aggressively higher all-time ever ever ever highs German 10-year yields into negative territory you know the remarkable scenario that Germany can borrow money for 10 years and get paid for it it is a a sign of our very unique times this chart but is this the top you know I have German bunds is this kind of multi decade rally is it over and then here's a thing to think about if German if the German government do roll out a fiscal stimulus package and they might not but if they do well then that's bullish right so you should expect German equities to benefit from that you should expect safe haven markets to be negatively impacted so you might see bunds moving lower off the back of a German fiscal stimulus package if they go ahead with a big package well then they're going to need to borrow more money which means issuing more bunds so you might see the supply of bunds increasing the supply goes up well the price goes down as well so that's a negative for German prices and then if this fiscal stimulus package actually works um and generates some growth well then we should expect some upside inflation and if inflationary pressures move higher then you know you're going to find the likes of the ECB not needing their QE program anymore and if inflation's higher yields move higher which means prices move lower um so there's some good arguments to suggest that if the German government roll out a fiscal stimulus package you may well see um a bit of a pivotal turning point for this bond market and maybe we'll see much things trending to the downside into year end and will we get back to that top from 2016 which would be the first key kind of price point from a technical perspective so i want to just put that German situation onto your radars you know picking up from that bad data from yesterday and what does it mean and what might that bring out of the German government in the weeks and months ahead so um that's yesterday the other thing from yesterday just to make sure we cover off the two important moments the other one was involving crude oil um where we had the Saudis coming out and let me just throw a box around the candle that i'm referring to we had a a sharpish sell-off around about half past 10 breaking the friday low and then moving down and actually briefly moving below wednesday's low from last week but as you can see it's recovered and we're kind of back chopping up around about where we were before the news so the news was just that the Saudis think they'll be back fully online fully operational production back to where it was pre drone strikes by the end of next week so that's the news there right let's have a look at the headlines what's been going on and let's look at the Bloomberg homescreen you've got Boris who's sort of featuring quite prominently and that's because he's been talking Brexit obviously at this UN general assembly he met with Merkel he met with Macron he met with tusk not very little news flow out of that meeting other than tusk tweeting no breakthrough but no breakdown time is short so that's pretty much all we got so just suggesting that they met they chatted they didn't make much progress but you know at least it didn't um you know at least the meeting didn't break up in acrimony but obviously just re-emphasizing the fact that time is definitely running out one thing that um Boris is going to do today so it's quite a pivotal day for Boris because at 10 30 am we'll get the supreme court ruling as to whether his prorogation his his uh suspending of parliament was legal or not and so they're going to make this ruling at 10 30 am so keep your ear to the ground um the specular i mean obviously your pro-remainers they're saying well Boris is going to obviously have to resign you know if he's basically lied and misled the queen into uh suspending parliament it's it's unforgivable and he's going to have to step down and resign um Boris isn't going to resign uh there's no way okay so that anybody hoping for that um i think are not thinking rationally um so what's going to happen well Boris will have to be forced into reconvening parliament and you know what will happen then well i mean we're almost into October anyway as it is but you could argue it might give more time to the um proromaners to kind of work behind the scenes and on the back benches to further disrupt um Boris's um sort of plan if it is his plan uh to leave the EU with no deal so we'll see but i honestly i don't think in the grand scheme of things it will actually change much i mean from a market reaction point of view i mean maybe let's talk about that and i'll bring cable into the mix here we've had some dollar strength um really from the kind of midler last week in the end um and we had some dollar strength really because well you i guess you would say that that ffomc meeting last week um showed that the ffomc had divided and that it wasn't a unanimous decision to cut rates again and that therefore kind of introduces the idea that maybe you know the chances are more rate cuts let's say december cuts uh the chances might have reduced and so a little bit of dollar strength yesterday we had a move lower for cable more i'd say more than anything in sympathy with the euro dollar move to the downside so a bit of a correlated move off the back of those euro zone pmi figures that were disappointing and then it's been very flat and very sideways and we're just waiting here you know what's the supreme court going to say what's boris going to say um in terms of the initial reaction is a tricky one i mean i'd say probably more than anything you'll probably get sterling on the upside um if the supreme court votes that the prorogatio was illegal i actually don't think it'll be a massive event from a market point of view but yeah probably some upside just because you know the simple argument should be in the 125 handles a good target that was key support on friday we broke it yesterday and i'd be looking there for that for a target on the upside which isn't very far away i mean it's only 30 pips from where we are now but perhaps a break up back above 125 and this is because you could argue if it's illegal if parliament have to reconvene then boris's ability to take the uk out of the EU with no deal is reduced potentially but i don't see big fireworks off the back of this announcement and anyway they might say that it is legal in which case fine we carry on um and we carry on and what boris is doing he's timing a speech today from new york um to try and put some more headlines on the spectrum um to try and you know distract attention away from the supreme court ruling and what he's going to say is actually a little bit controversial from the europeans point of view because he's going to start to say that he he thinks that you know we should he's going to be very bullish about brexit and he's going to say right we should take full advantage of our new freedoms and he's going to talk about how um we should change policy in order to diverge away from the EU to form a competitive advantage and how we should cut corporation tax for example to try and attract in foreign investment um we should relax regulation in certain areas making you know what he wants to do is make it very attractive for us and canadian businesses and students and um you know technically high skilled individuals to come to the uk to enjoy the benefits now obviously that's very bullish for the uk right but um europe aren't going to like that i mean tereza mays deal part of that was a commitment to make sure that the uk stays aligned with the EU in in a whole bunch of different areas um obviously the last thing that EU want is brexit is the uk leaving and then the uk you know diverging away from europe forming a significant sort of economic competitor right on europe's doorstep that's the last thing they want so if boris if he is going to do what he says then the chances of a deal before the 31st of october reduce um also the chances of a trade agreement being agreed after brexit i'd say again become way more difficult so whilst boris might be bullish and making all the right noises and it will definitely um you know the nationalists will love it um brexiters will be cheering in the streets but actually i think it will make the ability for us to do a deal with the EU a lot more difficult so um more see so borrow you know expect plenty of plenty of brexit chat certainly this morning 10 30 am key moment um the supreme court rules and then boris is going to be making some speeches out in new yw York okay all right what else um so trump let's talk about trump he's trump's in in trouble or is he um there's so many times trump has the impeachment risk i don't know how many impeachment risks we've had since he took office but it's definitely record territory for a us president so this is a new story you've probably have read about it already but the democrats have been saying that trump has been using his office um to try and influence the election next year and what he's done is he's been apparently according to the democrats remember um of course they're going to say this apparently he's been withholding 400 billion sorry 400 million dollars of military aid to the ukraine and he's been withholding it because he wants the ukrainian president to investigate into something that happened a few years back when joe biden was vice president under obama apparently according to trump joe biden forced the ukrainians into firing a prosecutor who was looking into the business dealings of a certain company in ukraine who joe biden's son uh who named his name is hunter biden happened to be on the board so hunter biden has got business dealings in the ukraine one of his businesses was under investigation apparently joe biden forced the ukrainians into firing the prosecutor now trump's withholding aid in order to force the ukrainians into investigating this and obviously from trump's point of view he wants all of this to come out into the open because joe biden happens to be one of his key challenges for the election in 2020 and so the election uh fighting is definitely begun and unfortunately the elections are not for another 14 months so um just strap yourselves in it's going to be an ugly fight it always is when trump's uh one of the uh competitors so um the point here is that nancy polosi is the kind of head of the democrats if you like um she's always been of the opinion that look let's not go down the road of trying to impeach trump because it'll just fire up his nationalist supporters and it'll come probably backfire but actually even she's now pushing towards the idea that this particular situation has gone beyond any reasonable behaviour and that maybe we should be moving towards some kind of impeachment scenario so look this is a story that's flared up you know what um from experience uh if we just look at markets and i said to you earlier markets don't don't care they really don't care we've seen these things happen i don't know how many times and yes it's going to be all over the headlines for sure but unless trump actually gets impeached and i don't think that's even possible because the republicans control the house they control the senate and so i actually don't think even if the democrats want it it's not going to be possible so really i think this is just headline noise it's just part and parcel of this election campaign that's now up and running in earnest so i don't think markets really care so the s&p's chopping around the 3000 handle but the markets do care about is sorry i wasn't showing you my chart there here's the s&p very sideways actually when you're looking at it back over the last week or so uh consolidation now uh what they do care about is much more you know things related to the us-china trade war and we've had some positive news on that overnight this is why the s&p's just popped up through this 3000 handle the news being that we had some kind of lower level talks on this trade agreement last week which was now it's been announced is ahead of what are then more top level talks which are going to take place in washington next week okay so we have another round of negotiations happening next week of course just the fact that there are some negotiations is a positive but you know how this goes um i don't know how many negotiation rains they've had now i mean i literally don't know 10 20 30 and of course all of them have in the end it's the kind of groundhog day um where it kind of breaks down any hint of it breaking down trump starts getting aggressive on twitter and then ramps up some aggressive threats on tariffs and then goes ahead and increases tariffs and then the chinese go all right fine let's start negotiating again and the the groundhog day begins so at the moment again markets have become decentralized to this and uh the s&p at the moment is just chopping around 3000 and where is the s&p gonna go let's look at the daily chart because what's the next big thing because we're right up here we're right up here at all-time highs that high in july is the all-time top okay we're right up at the top and haven't we got all these risks you know the trade war risk isn't europe in recession and all the rest of it well central banks have turned very dovish and that's certainly been the catalyst to take the s&p back to the top but we've got quarter three endings so we're going to have quarter three earnings season and that'll get going in october and that'll be an important update to see just how corporate america is faring but you know it's about the fed are the fed going to cut in december and the chart i mean looking at the meeting from last week this may be not and if the fed don't cut then this market is not going to stay at the all-time highs the only reason it's up here is because the fed is cutting the fed stopped cutting the market will not be up here and we'll be way more worried about the risks such as the u.s trade war risk with china okay so i say it's mostly about the federal reserve where this market goes over the next three months um all right just finally just to cover off i think i've mentioned everything i want to talk about the other thing was the other thing i guess to finish on let's have a look at the data calendar for today so let me just change up my screenshot here and have a little look and the key moment will be in uh 15 minutes time where we're going to get more german data so the german iphone number the business climate the the sorry the iphone expectations component is the most important we're expecting 91.8 which would be a slight increase on last month's 91.3 i am going to very quickly show you the chart for this because it is a really important german number and we're nervous about it given the fact that um actually i'm not sure do the do trading economics cover this all right i'm not going to show you the chart um but it's definitely an important number and we're nervous it's going to be more bad news given what happened yesterday with the pmi reading to keep your ear to the ground for that 9am most important data of the whole day um uk supreme court ruling at 10 30 um world leaders arriving at the un that's going to be at one o'clock so when they're arriving this is when the press shoves some microphones in front of their faces and you can get some throw away comments that might be important so certainly any of the key brexit players certainly donald trump the ukrainian president you know what are they going to say about this latest scandal um all the rest of it this afternoon most interesting data out of the u.s is consumer confidence um this will be at three o'clock and we're expecting this like drop from last month's figure um and then in terms of speakers really busy week for monetary policy speak so you can see here we've got some e cb guys and carnies talking at 415 um at the world economic forum um we want to see you know is is the bank of england going to cut rates in quarter four um so that's the lineup for the session that's it for the briefing guys enjoy your trading days thanks very much


at Big Data SV 2014 is brought to you by headline sponsors, WAN Disco. We make Hadoop invincible and Actian, accelerating Big Data 2.0. Okay, welcome back everyone. We're powering through day three at the Stratoconference and the Big Data SV event here live in Silicon Valley. This is theCUBE, our flagship program. We go out to the events, extract the signal and the noise, talk to those tech athletes, the ones making it happen. Disruptive game-changing technologies, entrepreneurs, executives, VCs, where we can get our hands on that has that signal. We will share that with you. I'm John Furrier, the founder of Silicon Angeles. Jeff Kelly on this segment and we have entrepreneur and CTO of Aerospike Brian Volkowski on theCUBE. CUBE alumni, welcome back to theCUBE. Thank you, John. So, you know, we've been on theCUBE a couple of years ago. We've been talking ever since. We love having you on, sharing that knowledge. But I got to say, you're in one of the hottest areas, your company is in memory and has so much action going on. The funding is robust. Spark in in memory is really highlighting some real scabs that was in the Hadoop space, now kind of fill in the holes. So you've seen the ecosystem grow up around Hadoop and big data and people are realizing the value for in memory is really amazing. So you're in that space. So one, give us the update of what's going on in memory and why is the world so hot on in memory now versus say a year and a half ago? Sure, John. So, you know, in memory has been great to us and I think it's great for the industry as well. So the big power of in memory is you don't have to spend as much time as a developer, optimizing for all of those rotational problems. You don't have the slowness associated with it and you have the agility in your processes to be able to keep changing your app over and over again and adapting. And that's why companies like Apple and Facebook and Google have placed such a value on in memory in general. What we've seen at Aerospike that's pretty amazing is the growth of flash in that area. So a lot of folks are still saying, well, in memory it's gonna be RAM, you know. I saw a Forrester analyst this week who said, terabyte of RAM costs a million dollars to actually host and have in your data center. When you take into account power and everything else a terabyte is a million bucks and flash doesn't cost that, right? Flash costs four or $5,000, $10,000 with all the power associated with it. You know, flash is the way that in memory is going and I think that's really what's gonna push this a level further. So software is eating the world, a great quote by Mark Endreys in Wall Street Journal, seminal posts to put out there. You know, which is something we've talked about before so it's not a new topic for us. But for the outside world they're seeing it. We see some news around the founders of Fusion IO, David Flynn and Rick White announced and leaked out that they just got a series B of $63 million for their new company primary data. So people are hot on data, data-driven software, okay? In memory's key for that. So I gotta ask you, how has the world changed for you? You guys had done a lot of work and I was on the high, high end. You have great use cases. I think the case studies are second to none in my opinion, you guys, for your size company, you guys have knocked down some pretty awesome reference accounts which is on your site in Will Dockman. I don't wanna talk about that too much, but more of. Okay, you knocked down the early adopters, people with the need. Now as you go mainstream, what are some of the things you guys are doing to take the aerospike in memory into the mainstream? Does that involve an ecosystem? Does that involve developers, different tooling? What are you guys working on? Tell me, be specific. Yeah, so we're releasing, just today, we're releasing our Node.js client. Node is one of the most popular platforms in high performance because you can scale out laterally and you can also keep the language the same between any browser-based application and your server side, right? So Node's a great thing. A lot of developers love it. It scales out very well laterally. DevOps developers. DevOps, but also just someone trying to get something done and what you need underneath Node in order to make it really sing is a fast database that's highly reliable. So we think we'll play great in that architecture and in memory does in general, but aerospike within Node.js is a perfect fit for doing great operational stuff. So building on some of our successes in the .NET community, where we have a large number of customers, folks switching in the Java world over to Jetty, which is an asynchronous platform. We have full support for that and we've open sourced a lot of those clients already. So a couple of weeks from now, we're gonna be open sourcing yet another tool which is a recommendation engine based on non-contextual systems. So using some very common sort of cosine distance vector approaches will open source all of that. You need a very fast database. You need a lot of IOPS and a lot of random access in order to be able to make those kinds of algorithms work in real time. So this isn't just recommendations on Hadoop the next day. This is, you know, I'm at the store right now. I looked at this thing. What thing should I do right now? Right, so that's, we're open sourcing a bunch of those tools as well. Is that new news or is that, we're gonna be doing it next week? I guess we're breaking the news here. We're breaking the news on the Q. Absolutely. It's already done. We just got the press release schedule. It's a brand kind of a more of a big thing. We love the Q to get the data out early. More of a kind of a big picture question. So you mentioned real time. Obviously that's where AeroSpike excels. You know, we're here at Strata where, you know, the focus I think at the start of the show a few years ago was around a lot around Hadoop and the Hadoop ecosystem and we think batch. But how have you seen that conversation change? You know, from your perspective, you know, as a real time database company, are we starting to get to the point where the community is understanding that, hey, real time is a critical part of this larger ecosystem and architecture that we're building for kind of, you know, the future of data management? Absolutely. So let me give you an example. We ran a meetup a couple months ago. It's on YouTube somewhere where one of the guys who was working with Walmart said that they got, Walmart got in their first year using real time on their website a lift of $1.2 billion in sales. Okay? $1.2 billion. That's what real time did. So they're using their Hadoop and big data instincts, right? They bought an entire company that knew how to do it. That's how they were able to hire the people. Now I don't know if this guy was interested. Really, I wasn't there, you know, don't quote me on it. But that kind of news is leaking out. Once you can do deals and give the right level of discount or not give a discount, right? Give someone the right product recommendation without a discount if they're that kind of customer and keep your average price up. Companies are out there doing that today, whether it be in telecom with how they write data, whether it be in retail and how they do deals. The real time aspect of using your Hadoop data, not just for BI and not just tomorrow, but using it today, I think the word is out. Yeah, talk a little bit about, from an architectural perspective, what has to happen to make that, kind of integrate that into the larger data management architecture at any given company. Because we're seeing Hadoop deployments, but they're often kind of almost siloed from some of the other traditional architecture that they've got. And you bring the real time component in really, you've got to stitch these all together and orchestrate data movements. And it's a really complex affair. How does kind of the real time aspect fit into that architecture? Yeah, that's a great question. So what we see at Aerospike is these are usually greenfield side by side style deployments. And that's one of the problems in larger enterprises and people with real money is they've got these legacy systems and those legacy systems just don't want to deal with 10x more load piled on top of it. You got these DBAs going, oh my God, don't crush my Oracle servers, right? So you have to do this very delicate dance of how to get the ETLs out of them and how often to do it and how much of the table do I need. We have another meetup where this guy was just talking about how to talk to the DBAs and grab the data out of those legacy databases so they can put it in Hadoop, drive these insights, and then staple that up to things like their web presence and their mobile application, their mobile vendors, and all of that stuff. So we still see a lot of ETL in the market. It'd be nice if there was a little more real time. I've seen conversations around doing distributed query management where you can query your NoSQL database and query your older relational systems. But frankly, I don't see that taking off because those guys who maintain those systems just don't want to deal with any more complexity. So really it's all about these scheduled ETL jobs. That's what you can talk them into. Then that goes into your system that's doing big data, doing real time, and an architecture where you've got Hadoop, you've got a variety of different in-memory and analytic systems. Maybe you've got some Spark running in there. Maybe you've got a lot of Vertica or one of the other guys in there. But then you need something on that front edge to really be doing it in real time, to be able to take the web load, to take your mobile data load, and that's where Aerospike's been playing. Well, so you mentioned having, talking to DBAs and getting them to say, okay, we're willing to go this far and do these level of ETL jobs. I mean, are they potentially talking to the wrong people and that you need to get the business buy-in first to kind of motivate those people to do that? I mean, when they're getting directed from the business, maybe that'll change their tune. Yeah, you know, Jeff, there's a lot of tricks. And sometimes it's, you know, talk to the business guys, then the business guys put pressure on it. Part of it is, you know, this one guy was saying, well, you know, you got to find the right manager and find out what kind of whiny likes. And if you can figure out one whiny's likes and then bring him a bottle of wine, then he'll make sure his DBAs do the right thing for you. Within every organization, there's a million tricks like that. It's an art and a science, isn't it? An art and a science. And then of course, you know, one other thing, you know, Aerospike, of course, not only in memory, but no SQL. Talk a little bit about that component and why that's important to your value proposition. Sure, so, you know, at Aerospike, we've always believed in polyglot databases. So, no SQL for us. We were in the first no SQL conference in 2009 in Atlanta, the no SQL East Conference. And we've always seen no SQL as the beginning of the polyglot world of databases. So, going beyond SQL. But, you know, frankly, I think the pendulum's swinging back a little bit. There's a lot of folks out there with SQL. There's nothing wrong with SQL other than it's not the perfect fit for every language. So, doing fully, you know, break everything apart, normalization, generate all these seeks. You know, it doesn't work for some cases. You have to do something a little different. So, I love the world that there's a lot more developer choice out there. And developers can choose a little bit of no SQL, choose a little bit of SQL, if that's the kind of analytics they have. And that's what Aerospike stands behind. So, talk about the open-source thing in developers again, because I find that fascinating. So, you guys have always been on the high end, you know, in terms of the high-end clients that are saving billions. I love that. So, that's kind of a small mark. It's still big dollars, but you guys have a hot technology that's appealing to some of the trends we're seeing here. Spark, a lot of in-memory, a lot of discussions, Abhi Mehdi was saying, you know, when you look at graph database at the scale, that you can traverse for fraud data, for instance, in banks and other areas. Still, the tip of the iceberg, people are getting more and more data.  And also, the challenge of the enterprises that possibly could use that, and the developers and potential, what kind of developers should be adopting this? Sure, John. So, what I think is fascinating right now about open-source, is open-source is about trust. An enterprise needs to be able to trust their database vendor and a lot of their core technology vendors. It's not just a point solution for them. If there is a point solution, it'll save a billion dollars. Honestly, they don't care. But if you're really making a bet on infrastructure, you have to trust that company and trust their source code. And seeing that source code and understanding that source code is key to the trust that gets created. Now, that's a very different question from, does that product have value? Are you willing to pay for that product? Is that product something you want to have? But right now, what we're seeing at Aerospike is that enterprises have just simply shifted to reading the source code and having the source code be available for infrastructure is more important than performance, more important than anything, because trust and not being held up for ransom by your vendors is what an enterprise needs today. And I'll tell you, I got an email just this week from a very large financial services bank in the UK, won't mention their name. They just said, look, we've been burned too many times by Oracle and proprietary software. We need to have an open solution simply because we don't get held up for ransom for a price down the line. And they can look under the hood too. That's one of the things that OpenStack appeals on the cloud side for folks. But what does that mean for you guys? So looking at your reference accounts on your case studies, a lot of media companies, right? So media companies have always been a predictor of the data-driven model. We look at, you know, Amar Awadallah came from Yahoo. You know, the big web scale companies had to build their own stuff because there's nothing else out there. Okay, that's a trend setter, what's a bell weather, whatever you want to call it. Now, as your product kind of seems to be fitting into the mainstream, what do you guys have to do to be successful, one, from a product standpoint and how to communicate that to the target audience? Sure, John. So, you know, the fact that we have so many great customers doing massive deployments and massive scale within advertising and media has always been great for us. And you know, you can see that on the website, as you said, I don't want to go into that too much. But word of mouth has always been the most critical aspect of selling and enterprise infrastructure, right? I don't necessarily trust any vendor who might be even at a wonderful forum like theCUBE. I want to see it myself. I want to talk to a guy who's used it. And then I'll really know whether a product works, right? So having those reference customers is key. On the other hand, having the trust, like I said, from source code availability, we've always made our source code available to a variety of our customers. We've always had open clients where every single line of client source code you're bringing it into your application, every single line that we provide. You have no problem opening that up. Absolutely not. The client libraries, you know, you're bringing them into your application. And you know, I think that the real shift here in the enterprise is the enterprise has woken up to the fact that they can't, you know, infrastructure, they have to be able to trust those vendors and trust is built around openness. And what does the developer model look like? I want to drill down. You mentioned DevOps and the node piece, node OSI and the JavaScript server side real time, a lot of interactions. What specifically with a developer community are you targeting? So in the developer community, developers need a couple of things, John. They need great experiences from a documentation perspective.  One of my quotes is installing software is so 2012. You want me to install anything, a server? You know, forget it. It should be here. It should be right now. You know what, you know, my time's being wasted here if I have to actually download something and install it. Everything should be available in the cloud. There should be cloud services running. What we did at Aerospike in order to start working with that is a company called InterNap, wonderful real time company for that does hybrid bare metal and cloud, very popular within gaming community, especially then the node.js folks that we work with. There's a free Aerospike node cluster that you can set up. You don't have to install it. You just click a button, and suddenly there's a two node cluster that you can attach to and start seeing the power of Aerospike with SSDs using the power of flash memory. That's the kind of experience that developers need. Share it to folks out there, final question.  Sure, so you should be talking to Aerospike when you know you need in memory, when you've already figured out that the power, the flexibility in your application of in memory, on the other hand, you have big data insights coming out of your Hadoop cluster, your PentaBike Hadoop cluster, and you need to be able to pour that into your front edge database and build a service that is highly reliable. If you have figured out that you need in memory for that, you should check out Aerospike because of our reliability as well as our focus on flash, which will dramatically both cut cost and give you the big data that you need. Okay, Aerospike here inside the queue, Brian Wilkowski, CTO, we are bringing you all the action live from Silicon Valley, big data SV, covered in the Stratoconference, all the news here inside the queue, but right back with our next guest after the short break.


Hello everyone, my name is Lakiya Garbhaal. We have seen dam vulnerable web app before. My friend Swapnel has shown you this app on Saturday. This is a great tool to test your skills of ethical hacking. We will check XSS attacks on this app. As told by sir before, there are two types of XSS. One is XSS, Reflected XSS, which is a non-persistent XSS and another is a stored XSS, which is a persistent XSS. So, let us begin with the two levels of security in DVWA as shown. A low level of security and a medium level of security. Also, there is a high level of security, where mostly none of the attacks work. So, we will try our attacks on a low level security and on the medium level security. So, first let us begin with the low level security. We start with XSS, Reflected XSS attacks. So, as you can see, this is a simple form, which asks what is your name. So, if I enter my name over here and then I press submit. So, it will simply show me my name as the response. What if I enter some other random characters in this same form field? So, we can see that this all the characters are are given to us in the response without any sanitization. So, this shows us that we can try this field for cross-site scripting attacks. So, let us insert another HTML tag for bold, simple bold tag in HTML. So, as you can see, the HTML tag has been executed and my name is now being showed in bold. So, we will try a script attack on this field. A very simple script to just say hello, a pop-up of hello. So, as you can see, when the script executed, when I submit the form, it gives me a pop-up hello. So, on a low level of security, we have successfully executed a simple attack, a simple cross-site scripting attack. Now, we will see the medium level of security. Let us try the bold tag again on the same field. Does it work in the medium security also? As you can see, the bold tag still works. So, let us try the script tag now. Now, you see that when I submit this form, the script tag no longer works. Now, let us try to find out what has changed from low level security to medium level security. Let us try another attack first. Then, we will see how it has changed. Notice how I have introduced another script tag within the existing script tag. We will see how this is helpful to us in attacking this form. Now, when I submit this form, the attack is successfully executed. To understand what is going on on the server side, we will take a look at the source code on both at the low level of security and the medium level of security. Let us take a look at the low level source code. So, as you can see, in the low level, there is no sanitization on the response. The web page simply, the server simply returns the name. Web page picks up the CTP response name and simply reproduces it on the web page. No sanitization over here. Let us check the source code at the medium level of security. Now, you can see that in medium level of security, the script is trying to replace script tags with null. How is this helpful to us is because we introduced an extract script tag within our existing script tag. So, when the browser stripped off the inner script tag, the outer script tags combined to form a complete script. So, this script tag inside, which I had intentionally put, is being removed by the server and then we get a complete script which can be executed. This facilitates the attack on the medium level of security. Now, we will see stored cross side scripting. Exceses stored. Exceses stored are persistent attacks wherein every time the web page is loaded, all previous attacks are still existing on the web page. So, let us take a look at the low level of security on excess stored attack. Remember that every time you do an excesses stored attack on DVWA, do not forget to reset your database from the setup menu because on the excesses stored web page, all the previous attacks that you have tried will be re-executed every time you reload the page. So, every time you go to the excesses stored page, before going there, go to the setup tab and reset your database. So, that the previous attacks are deleted and you get a fresh page to try your new attacks. So, let us take a look at the low level of security on excesses stored. Now, it is a simple form which asks you to enter your name and a message which will be displayed over here. A simple guest book. Let us try a script over here on the low level of attack. We will try a script to show the cookie from the browser, extract the cookie from this browser. Now, as you can see the low level of security does not sanitize the input. Hence, the attack is successful and we can see the cookie stored in this browser. Before we proceed, we should reset the database every time. Let us try the medium level of security. Notice how this time the attack did not work. We repeated the same attack that we did on low level of security and we tried the same attack on medium level of security. But as you can see, the attack did not work. What we input was simply returned to us after sanitization. The script tags have been stripped off. We tried to attack the message field. Now, we try to attack the name field. We try to write a script in the name field. First try with a simple bold HTML tag. But now, you can see that we are stuck. I cannot type any more characters in this field. This HTML field has been restricted to accept only 10 characters. I have already written 10 characters, so I cannot write any more characters. So, even a simple script, the script opening tag and the closing tags will extend to more than 10 characters. I cannot write a script in this tag. Here, we will make use of a tool that we have already studied before, the fire bug tool. Abhishek has shown a demo on that tool before. We will make use of fire bug over here. To edit the HTML on this page, to increase the size of this field, to write more characters and to be able to write a script in this field. Since we cannot write more than 10 characters in this field, we will open fire bug. Go to the HTML code for this form. As you can see, the max length of this form has been restricted to 10 characters. We can edit this using fire bug. We can make this as many characters as we want. We made it 100. Now, we can write a script in this name form also. Let us try with the basic script that we have already seen. A simple script to get the cookie from the browser. Now, even the name field has sanitization on the script tag. So, this attack also did not work. As we had seen previously in the medium level of security, that we are stripping out script tags from the script tags. So, let us try the second vector that we used, including a script tag within the script tag. Before we proceed, reset the database. Use fire bug to increase the length of this form field. When the internal script tag will be stripped off, the outer SCRI and PT will combine to make a script tag, which will be executed by the browser, thus facilitating our attack. So, as you can see, in this time, the attack is successful. So, the message field has been fully sanitized to prevent against all types of attacks, but the name field had not been fully sanitized to protect against all types of attacks. Only the name field was restricted to 10 characters, so that nobody is able to write scripts in that field. We used a known tool fire bug to extend the size of that field, so that we may write the script in that field and then attack this application. As we see in the source code, the message has been completely sanitized against all types of attacks. Strip all the slashes, mysql, real escape, the softmail has already explained. Remove all the HTML special characters, replace them with coded strings, but the name input has only been sanitized against replacing script with a null. So, we were able to attack it. So, these are the, to summarize, we saw two attacks on each type of security. On each level, we saw one attack on low level and medium level. For both accesses reflected and accesses stored, we saw two attacks, one that works on the low level and, but did not work on the medium level and one that works on both low level and medium level. So, in tomorrow's lab also, we will have questions on the similar lines plus a few optional advanced questions, which you may try if you want to learn a little more about that. See, as we saw that these script, these attacks were, these attacks were not very complicated or very tough, I mean very malicious attacks, but as I was already shown that they can be other attacks which are very malicious, which can transport your data to other web pages and, and steal important information from a browser. I will write down the sanitization functions that were being used by the application. The first one, as Swapnil must have already told you during a scale injection. The second one is to remove HTML special characters and replace them with coded strings. The third one was to replace a string and to replace the script tag from the string and replace it with null. So, these are the three functions, the special characters such as ampersand, angular bracket and quotation marks and other tag, another characters with special coded strings. So, that these are interpreted by HTML as, not as the HTML characters, but as simple characters that are being displayed as it is. Thank you.


Russia using 369,000 soldiers in battles against Ukraine. According to the latest data, Russia has thrown up to 48 brigades and 122 regiments into military operations against Ukraine. The occupation forces number about 315 formations. In total, the enemy uses about 369,000 personnel and about 5,900 units of heavy weapons against the Ukrainian troops. The military media center of Ukraine posted on Telegram. It is noted that the Kremlin's long-term plans remain unchanged to force the leadership of Ukraine to negotiate. To do this, the occupiers will soon focus their efforts on going on the offensive with the aim of ousting the defense forces from important centers of Donetsk region. Bakhmut, in particular the full control over this city, remains the primary goal of the enemy. The invaders will also continue to try to capture other towns of the region, Avdiivka and Narienka. At the same time, the enemy is unlikely to carry out offensive operations from the Belarusian direction in the near future, the center noted. It is also emphasized that the enemy seeks to reach the administrative border of Donetsk region and keep the temporarily occupied territories under control. For this purpose, the Russian troops reinforced their land grouping with another regiment.


In this video I'm going to tell you how to astral project tonight and this is especially targeted at beginners. I'm going to give you a three step tutorial and if you've been trying to astral project before, if it's not really worked for you, this is the most effective way I can think of doing it. So stick around and watch the whole video and I guarantee this will help you to astral project tonight. So the first step is to set your intention and set up your bedroom. It's important that you do this in your bedroom because that's where you have the strongest link to sleep and to other dimensions and realms. It's not usually a room that you use for other things like working or studying and things like that. So it's important that you do this in your bedroom. So you're going to set your intention right now that you want to astral project tonight and that you will be able to do it easily. Even if you've not been able to do it before, don't let any of that cloud your judgment and your expectation for tonight. Okay and I know this is easier said than done but just try and really believe that you will be able to do it tonight and that nothing will be able to stop you from doing that. The intention is really important here and then when I say set up your bedroom, I mean make sure that there are no distracting noises, annoying lights or things that are going to interrupt yourself when you do this technique. The second step is to set your alarm for a certain time and to plan the technique you're going to use and let me explain very quickly what I mean by that. So set your alarm for between three and five a.m. in the morning. I know this is early but trust me this is the best time to do it and it's much easier to do it during these hours than any other time that you can try it. So set your alarm for that time and try and use a soft alarm tone, not something that's going to wake you up too vividly. You just want to be kind of half asleep, half awake when you do this and you need to now plan your technique. So the technique we're going to use is just a really basic astral projection technique that's going to let you astral project tonight and so what you need to do is just to when the alarm goes off lay back in your bed, lay on your back not your side okay but your arms by your side relax all of your muscles completely relax everything. Don't move just focus on your breath and after a while what will happen is especially if you're not moving anything and there's no exception to this you really can't move a muscle okay and we hold a lot of tension in our neck, throat and back without realizing so make sure to relax those areas. What will happen after about 10 minutes or so is that you will start to feel a tingling or a vibration going across your entire body. When this happens or I should say really as this is happening during this vibration stage you need to focus on your intention really tell yourself that you will astral project expect that it's going to happen almost to the point where you believe it so strongly that you're not wondering whether it's going to happen or not instead you're just planning what you're going to do when you actually do project because you will so you really need to plan and expect it to happen in that way that's really important with this. Now before I tell you the kind of next step the third step which is probably the most important I want to make sure that you subscribe to this channel and turn on notifications this really does help not only you to learn more about astral projection but it also subconsciously tells yourself that you're committing to astral projecting and this is something you're going to take seriously. If you're just browsing around and not really committing to a channel or paying any attention or taking any actions that affirm what you want to do it's going to be a lot harder so make sure to subscribe and also scroll down and leave a comment saying what you're going to try when you astral project. Okay so the third step that you need to follow to astral project tonight is to just wake up when the alarm goes off and to project. Now the alarm will go off between three and five am probably four to four thirty am is the best time for most people assuming that you normally wake up at eight or eight thirty in the morning. So the alarm will go off try and turn the alarm off without getting too much blue light in your eyes so turn your phone screen brightness down ideally make sure that your phone is on night mode before you go to bed turn the alarm off lay on your back and then follow this technique or the step that I explained in step two but as you do this like I said set a really strong intention to project and focus on what you're going to do and then the last part of step three is just to actually project you will be able to astral project using this technique it should happen tonight and of course there are more things you should probably be aware of so check out my channel for more tutorials and warnings and just to kind of get a bit more of a background about how this is going to happen and what you're going to do when you actually astral project and don't forget to subscribe to the channel and turn on notifications