Tuesday, September 15, 2009
Exadata Part Deux
I just watched Larry Ellison’s webcast announcing the new Exadata-2, the Database Machine made for both data warehouse and OLTP systems. The new Exadata contains both DDR3 (about 450 GB) and Flash (around 5.6 TB) cache areas (not SSD) and up to 100 TB of SAS or 336 TB of SATA raw disk capacity in a full rack of 8 DB servers and 14 Exadata-2 cells. Of course formatted and ASM redundancy will eat at least half of that disk capacity or more.
Larry promises 10X at a minimum improvement in speed and response with 1,000,000 IOPS per full rack.
All of this is wonderful news except for one thing, it locks you completely into Oracle technology. The Oracle database, Oracle Linux OS and Oracle SUN hardware. None of this new toy works without special Oracle software and licensing. You can’t run anything else on it but Oracle. It comes preconfigured with Oracle and OS. The cost for a full rack is 1.15 million plus around another million in license fees.
Interesting thing that you could take the 8 DB servers with a normal amount of memory, not the massive 72 GB per server in the Database Machine, 4 RamSan-620’s and 2 RamSan-420’s, a couple of FC switches and some HBAs and get that 1,000,000 random IOPS Flash plus an additional 1,200,000 random IOPS DDR and have 5 TB of Flash, fully redundant, and 512 GB of DDR2 fully redundant and still come in at less than 1.15 million and a lot less on license fees. Shoot, even add in some SATA or SAS drives and use the preferred read technology in 11g ASM or other global filesystems and viola! The same configuration. Nice thing, you can run anything on it. Of course Oracle runs really sweet on this configuration but so will SQLServer, MySQL, BSD, or anything else. It can also run Windows, Linux, or with IBM servers, AIX as well as Solaris’ various flavors.
So you get the same bang, since Oracle11g software will run (with its compression technology, query optimization and partitioning) the only thing you don’t get is the added power requirements of the SAS or SATA drives in the 10 extra Cells needed to get what we get out of 12-U of space.
One other point Larry made was that to expand you just add more servers of more cells. Supposedly in Oracle11gR2 RAC allows this anyway. Now we don’t have fancy software that automatically rebalances the whole storage array, but guess what, Oracle provides ASM for free and it does.
Ok, I will concede one point, the parallel query software at the cell level (10K USD per disk license fee in Exadata-1) will probably result in some queries (who knows, maybe all) running a wee bit faster than without it, but I would love to see a comparison between equal configurations just to see!
Wednesday, June 03, 2009
On Gun Control in the USA

Gun control is a hot button item with liberal democrats and conservative republicans. The desire of the most rabid of the gun control crowd is to remove all guns from everyone except the police and military (and some would take the guns from the police as well!) The conservatives want almost no limits on gun ownership. I believe the reality of the matter should be somewhere in between.
Coming from a long line of hunters (going back to the first Alt’s in
Now, to the meat of the matter, I am a card carrying member of the NRA, does that mean I stand for everything they do? No, of course not. I believe that Americans have the right to keep and bear arms, both for home defense and just in case politicians get too uppity and decide to try to take more power than they need to govern. And I believe that is the reason that the framers of the constitution put the right to arms clause in there, to remind politicians that they aren’t all powerful. Do I think the average citizen should own fully automatic weapons, flame throwers, grenade launchers or Abrams tanks? No, definitely not.
Currently there are some half baked proposals before the Congress and Senate proposing bans on semiautomatic weapons with some fairly liberal definitions of exactly what is a semiautomatic weapon, unfortunately, that definition would not only ban a semi-automatic AK47 with an extended banana clip holding hundreds of rounds, but my son-in-laws 30-06 semiautomatic hunting rifle. Thus, it is a bad bill and should not be passed.
I am all for limits based on cyclic rate of fire and clip size, but not so loosely specified that it can produce a cascade effect onto sporting rifles. In fact, the very weapons that the bill is designed to restrict are already restricted by existing laws. Most of the crimes that the liberals are saying would be curtailed by this new ban were not committed with the semi-automatic rifles they are trying to ban! The one thing that the liberals who propose these bans forget is that criminals don’t follow the law, that is implicit in their being criminals. As countries such as
Why is it that liberals can’t read statistics? The states and cities with the most restrictive bans on guns have the highest crime rates, the ones with the least restrictive tend to have the lowest. When a criminal (who could care less that he is using an illegal hand gun) knows that a home owner or car driver probably won’t be armed because the law forbids it, it makes them an easy target for that criminal. Some states have already made it illegal to defend yourself, allowing criminals injured by homeowners to sue the homeowner for damages! Talk about legal insanity! More people where killed by bad Doctors last year than by guns in the
Remember, it is already illegal to own or sell fully automatic weapons, grenades, rocket launchers and generally illegal for anyone to own anything other than a rifle or handgun that can be used for hunting or sport shooting. By law the guns must be registered. Most states require a permit and a safety course.
I agree that before a person can own a gun they should have to take a gun safety course, not be a felon and be at a responsible age. However, beyond restrictions on fully automatic weapons, ridiculous calibers (bullet sizes) and rocket launchers, if Granny wants a semiautomatic AK47 with a case of ammo, the more power to her!
If gun laws will make us safe then why are the states and cities with the most restrictive gun laws the most unsafe? If laws make us safe then we should have nothing to fear since it is illegal to commit a crime with a gun, it is illegal for felons to own guns and the most dangerous fully-automatic guns are already illegal. Face it, the reason most politicians want guns banned is they are afraid that if they really screw up we will hold them accountable for it, an unarmed population is much easier to control than an armed one.
Thursday, May 28, 2009
Preliminary TPC-C Results
I just wrapped up my series of TPC-C based tests involving the TMS RamSan SSDs and HDD technologies (SSD-Solid State Disk, HDD-Hard Disk Drive.) For those not familiar a TPC-C has 9 tables with related indices and uses 5 basic transactions to compute a number called a tpm-C, essentially a transactions per minute completed for a given size of database and user load. I used a scale factor of 1000, which means that in the WAREHOUSE table of the TPC-C schema I had 1000 entries, the rest of the database is based on multiples of this value. The TPC-C is a benchmark used for OLTP type systems.
There are two basic methods to do a TPC-C test, one with many clients (read thousands) and built in latencies (usually on the order of up to a second per transaction) and the other with few clients and no latencies. In the first methodology in order to achieve tpm-C approaching 100,000 you would need close to 10,000 clients, roughly a 1 client per 10 tpm-C ratio. In the second method you can get to a tpm-C of over 100,000 with as few as 250 clients. Since I was limited as to the number of client boxes I had access to I decided to use the second method and utilized a ramp-up from 5 to 500 clients in increments of 5 using the Benchmark Factory (BMF) tool from Quest to both build, and, repopulate the TPC-C database before each run. Kevin Dalton at Quest supplied me with some custom build scripts for BMF that allowed me to build any or all of the tables simultaneously, this helped immensely with the build and needed rebuilds. The scripts he provided should be available on Toadworld.
The test system consisted of a 4-node RAC cluster with each node having 8-2 GHz CPUs and 16 GB of memory using an Infiniband cross connect running Oracle11g, 11.1.0.7. The storage subsystems consisted of 2-RamSan400’s, a RamSan500 and 6-15 disk racks of 114GB 15K RPM disks. The RamSan400’s were used for Redo logs and Undo and Temporary tablespaces. ATPC-C schema was built on the RamSan500 (which also held the SYSTEM, USERS and SYSAUX tablesapces for both tests) the RamSans where configured with multiple 4Gbps fibre channel lines each in a multipathed configuration. A duplicate TPC-C schema was built on the HDD array which was configured as two groups of 45 disk drives on different 2Gbps fibre channel links and then used as a single diskgroup in ASM with a failure group (essentially RAID10.)
The RamSan based subsystem utilized 20-4Gbps fibre channel links to access the 500,000+ IOPS that the system was capable of delivering. The HDD subsystem utilized the 2-2Gbps links to utilize the 27,000 IOPS the system was capable of delivering. The database was configured using 8K blocks, in a TPC-C the major IO path is single block reads. Using 8K read/write sizes the interfaces for the RamSan subsystem can handle 1,310,720 IOPS, the subsystem for the HDD can handle 64,000. Now before you scream foul, remember that each disk drive can only handle a maximum (and this is being generous) of 300 IOPS each, 90*300=27,000, so the HDD interface is more than enough for the available IOPS.
In the above configuration the impact of Redo logs, Undo segments and temporary tablespace access are essentially eliminated and access times to the SYSTEM, SYSAUX and USER tablespaces minimized, thus we are only looking at the access times for the TPC_C data and indices as the possible variables in the tests.
In the first set of tests the database was run with 1 to 4 servers with 9 GB of DB cache size. The HDD results peaked at 1051 TPS and 55 users. The RamSan results peaked at 3775 TPS and 245 users. The HDD results fell off from 1051 TPS with 55 users to 549 TPS and 15 users going from 4 down to 1 server. The SSD results fell from 3775 TPS and 245 users down to 1778 TPS and 15 users. However, the 1778 TPS seems to be a transitory spike in the SSD data with an actual peak occurring at 1718 TPS and 40 users. From this data, given the choice, you would get better performance from a single, 8-CPU, 16 GB memory server running against a RamSan configuration than you would with a 4-node RAC configuration running against a HDD system by a factor of 1.63.
In the second test the affects of memory starvation on the RAC environment was tested. The DB cache size was ramped down from 9 GB to around 1 GB. The tests showed that the RamSan configuration handles the memory stress better by a performance factor ranging from 3 at the top end at 9 GB total cache size to a huge 7.5 at the low end comparing a 1.05 GB cache on the SSD to a 4.5 GB cache on the HDD run. The HDD run was limited to 4.5 GB at the lower end by time constraints however, as performance would only get worse as the cache was reduced more, further testing was felt to be redundant.
Of course the reason for the wide range between the upper and lower memory results, from a factor of 3 to 7.5 times better performance by the SSD, can be traced to the increase in physical IO that resulted from not being able to cache results and the subsequent increase in db file sequential reads.
The tests show that the SSD array handles reduction in available memory much better than the HD array. Even at a little over 1 GB of total cache area per node for a 4-node RAC environment, the SSD outperformed the HD array at a 9 GB total cache size per node for a 4-node RAC using identical servers and database parameters. Unfortunately due to bugs in the production release of Oracle11g, release 11.1.0.7, we were unable to test the automatic memory management feature of Oracle, the bug limits total SGA size to less than 3-4 gigabytes per server.
A third test involved attempting to defeat the cache fusion logic that assumes that getting data over the interconnect is faster than from the storage subsystem. In our test system the transfer of blocks was taking 3 milliseconds while reading and writing was taking less than 1 millisecond so using a ping (write to disk, read from disk) would theoretically be better performance than using the interconnect to transfer the block. A look at documentation seems to indicate that if you set the gc_files_to_locks parameter then cache fusion is defeated.
In the first run we set the GC_FILE_TO_LOCKS parameter to “1-13:0” which was supposed to turn on fine grain locking (the “0” setting) for files 1 to 13 (all of our datafiles.) Unfortunately this increased the number of cache transfers and caused a decrease in performance.
In the second test we researched the GC_FILES_TO_LOCKS parameter a bit more and found that we shouldn’t have set the parameter for the UNDO tablespaces and, even though the examples showed the “0” setting for setting fine grain locks, we decided to set it to a hard number of locks equal to or greater than the number of blocks in each datafile. The documentation also showed that generally speaking the SYSTEM and SYSAUX tablespaces don’t need as many locks so we decided to set the value to 1000 for those tablespaces. You don’t set the parameter for temporary tablespaces. This led to a new setting of “1-2:1000EACH:7-13:4128768EACH”. Tests with this new setting showed an increase in GC related waits.
The attempts to limit or eliminate cache fusion failed and resulted in poorer performance overall. While we reduced the gc buffer busy acquire waits and in some cases increased the db file sequential reads, the increase in the wait times for the GC related waits offset any gains that were made. All attempts to defeat cache fusion with the use of the gc_files_to_locks parameter were unsuccessful and resulted in poorer performance.
Once the full paper is available I will post a link to the TMS website.
Wednesday, March 18, 2009
More fun with Oracle11g 11.1.0.7
Right out of the gate when I upgraded my 11.1.0.2 environment to 11.1.0.7 I had problems. If you utilize the automated memory management features using MEMORY_MAX_SIZE and MEMORY_TARGET, on 64 bit RedHat Linux you are limited to 3 gigabytes of total SGA, that’s right folks, less than you can get on 32 bit! This was easily mitigated by going back to full manual memory management. So much for the much touted AMM improvements in 11g.
My setup for testing is a 4 node luster using Dell servers with 8 CPUs each and 16 gigabytes of memory per server. I am using Infiniband interconnects on the 4 server cluster. Initially I would get ORA-00600 errors and server reboots if we loaded down the system doing a single user 300 GB TPC-H. For the most part I was able to fix that by relinking the Oracle kernel to use the RDS protocol with Infiniband, however, on some large queries using cross instance parallel query and large amounts of partitioning I still cannot complete a full 22 query TPC-H without at least one of the queries throwing an ORA-00600.
The next test was TPC-C using large numbers of users and cross instance parallel query. Following the example of some recent HP TPC-H runs I attempted to use clustered tables. As long as I used single table clusters, everything seemed to go alright, but as soon as I attempted a dual table hash cluster things went pear-shaped and I had to revert to normal tables. This was a known Oracle bug it seems but hasn’t been made publically available in Metalink. It seems I could load one of the tables in the cluster but then when attempting to load the second table in the 11g cluster it would error.
The next bit of testing involved creating a large table (60,000,000 2K rows) then duplicating the table, doing a select that forced temp usage, doing a self-join with large temp usage and creating a large index. Since I had 8 CPUs I initially started with a DOP of 8 increasing it by 8 as I added in each node up to a maximum of 32. Sometimes this would work, other times parallel query servers would die horrible deaths causing the transaction to fail. Now, for a 16 gig server with 8 CPUs I would expect to be able to get well above a DOP of 8 on a single table. In fact, during the load process the last several iterations use a single instance DOP of 64 with no issues. It seems as soon as I add more than 1 or 2 additional nodes, things start to get wonky (a scientific term meaning “wonky”), parallel query slaves commit suicide at an alarming rate and sometimes entire servers reboot. I reduced to 6 DOP and still see the failures on most runs above a server count of 2.
Of course you must realize from talking with support most of the internal testing and support is done on 32 bit machines. Many times support told me that they can’t test large memories or large databases because of this. Come on Oracle, take some of the interest on your billions in profits and upgrade your support servers! Buy some disk drives! Geesh!
Of course most of my work is done on gear that supports over 100,000 IOPS (actually more than this by several factors) and many beta testers may not have the 500 disk drives to allow for 100,000 IOPS or access to SSD technology to get this type of IO load. Maybe these Oracle11g stability issues only show up at high IO rates. However, with many manufacturers now offering SSD technology (SUN, HP, EMC) to go with their standard disk systems and of course, TMS, Violin, FusionIO and several other SSD vendors offering SSD systems that easily top 100,000 IOPS or more, Oracle better get with it and start doing significant testing in high IOPS situations, or at least, make sure and include the partners who have access to this technology in their betas.
I am not sure what happened with the beta testing of this (11.1.0.7) release, had I been included I would have quickly showed them these bugs as I believe in testing real world database situations. I don’t know whether to look forward to 11gR2 with anticipation or dread (I was not invited into that beta either), if the beta programs are as detailed as they were for 11gR1 we might be in for a rough ride.
Tuesday, March 10, 2009
Outsource This!
The New York Times recently published an article stating that the college graduate has seen a bigger decline in employment than just about any other sector. Don’t get me wrong, a college graduate still gets better pay and benefits than a non-college graduate, but just getting a degree will not guarantee you the American dream any longer.
The key area that President Obama has neglected is that American college graduates expect to receive wages in excess of $60K per year. Unfortunately foreign graduates who still reside overseas are usually pleased to receive the equivalent of a third of this amount or less, especially in the Asian countries and in Latin America. This means that by outsourcing a company can get 3 times the number of employees and hopefully three times the productivity. This isn’t always the case but that is the logic used to justify sending jobs overseas.
What many companies are finding however is that those budget employees come with their own issues. For example, a programmer who has never experienced a free market economy may not understand all the intricacies of accounting in such a system. Of course I probably needn’t mention the various cultural and language difficulties that are also experienced with outsourcing.
I am afraid that many of the stimulus jobs that seem to be offered from the President’s plans seem to be short term blue collar type jobs that won’t do much to help the college graduate with advanced degrees. If you work outside of the computer industry, for example, for two years as a heavy machinery operator on a construction job, you will find your computer science degree probably isn’t worth much anymore.
Soon the only way to get a job will be to move out of the USA and go to a country where the cost of living is in line with what the companies who outsource are willing to pay employees, but don’t look for benefits!
Monday, March 02, 2009
God and Technology
I prefer to think of myself as more a Jeffersonian Christian rather than a Paulian Christian. It amazes me that many Christians swallow hook-line-and-sinker every word penned by the one Apostle that never actually met Jesus face-to-face. Many scholars feel that Paul was sent on so many missions not because he was good at them but because the other Apostles really couldn’t stand him and hoped that he wouldn’t return. Many believers take Paul’s letters out of context and usually completely incorrectly as their meaning is understood by true bible scholars. In fact many articles of faith were added in after the fact to the regular gospels as can be proved by stylistic differences and from going back to the earliest known translations. The fact is that no matter how current your translation you are still starting from flawed beginnings. Many of the books that “didn’t make the cut” when the first bibles were compiled were destroyed as heresy thus removing them from possible future examination.
With any scientific field of study you reach a certain point and you can go no further, from that point on you have to accept things on theories and faith. Even with the less than whole cloth parts of the Bible’s New Testament removed, what is left is still an amazing history of a real man who lived, and died for his faith and his friends. Is Jesus the Son of God? Yes, but then we all are the sons and daughters of God. Did Jesus die for our sins? Yes. Was he raised from the dead? This is where there is some contention over what was added after the fact and what is whole cloth. But let’s examine this.
Two men: One knows he is the physical Son of God, he knows that no matter what evil painful things happen on Earth he has a place at the right hand of God. Second man, a man, with man’s frailties, and doubts. Now, both give up their Earthly lives for what they believe in, which one required greater faith? Would Jesus be less or more of an inspiration if he was a frail human or the anointed Son of God? Would you believe it was a vote by a group of flawed humans (the Nicene Council) that decided Jesus was a deity and it was actually a very close vote.
Unfortunately the only documents that provide “proof” of Jesus’ deity are in the Bible and using the Bible to prove the Bible is circular logic and therefore flawed. It is like using the Dianetics text to prove L. Ron Hubbard’s qualifications as a deity. Since most Islamic accounts of Jesus are actually taken from the Bible then related texts quoting them are not relevant. While Jesus is mentioned in some historical texts none go into great detail as to his birth, (a virgin was a young maiden, not someone who had never had sex) life (he existed and taught and was hated by Rome), death (he was probably crucified) or resurrection. These accounts of the resurrection were actually added after the original text in the gospels, it was felt that the Mithran belief, having a virgin birth, life and resurrection was a big spur to add these passages. (see: http://www.near-death.com/experiences/origen048.html) Among non-Christian historians, Pliny the Younger, Suetonius and Tacitus refer to Jesus, as does Josephus (Joseph ben Matthias).
So, do I believe Jesus is my savior? Yes, his teachings show the way to the father as he himself said “There is no way to the father but through me” meaning through his teachings we find the way. Do I believe in the resurrection? That is more complex to answer. Unfortunately the resurrection is one of the parts added after the original text, that makes it suspect in my eyes. The key question is “Would I believe without the resurrection?” The answer is yes, I would, so whether I believe in the resurrection or not is moot. You are free to believe as you wish and I would never dream of pushing my beliefs onto you, after all, we have free will.
Do I believe in the life everlasting? Yes. There is enough anecdotal evidence to show that something of us exists after death, that the spirit left gets rewarded or punished based on a set of criteria created within its own belief structure is not that far of a reach. After all Jesus also said “In my Father’s house are many mansions, I go there now to prepare a place for you.”
So what have I attested to? I believe in God and I believe in Jesus. I believe Jesus died for my sins. I believe Jesus’ teachings show the way to true belief in God. If this diminishes me in some folk’s eyes, so be it. However, it is not for people that I live, I live for God, my family and myself.
Does God reject technology? No, he gave us technology to better ourselves. As with any tool, how we use it determines whether the tool is good or bad. Do modern teachings contradict the Bible? No. If you realize that most of the creation story is metaphor, used to explain something we don’t have full understanding of even today, to ignorant herders. When looked at as metaphor it actually parallels what we know. Look at the theory of vacuum fluctuations and compare it to the story of genesis. As to what timelines are used in the Bible, again, try to explain millions of years to someone who barely understands how to count his herd of sheep.
It is odd that those that insist on a literal interpretation of their favorite passages that damn certain behaviors or exalt other behaviors they profess to believe in themselves but then they tell us other parts are metaphor. Remember that the true test of a prophet is that what he prophesizes comes true. I am afraid many of the added texts in the Bible fail this test as do many of the founders of many splinter religions who used imperfect understanding to make prophesies of specific dates for events such as the “rapture” and the second coming. Of course instead of applying the test to these false prophets and rejecting them, they merely allowed that they were mistaken but that their prophesies would come true eventually.
Limiting God to a simplistic creation story is demeaning to God. That God could put into motion such marvelous mechanisms as those behind vacuum fluctuations and evolution is a testament to his greatness, not a detractor from it. That we cannot understand everything is a testament to God’s greatness . God guides technology, giving us tools to better understand his universe.
Burying our heads in simplistic beliefs because we cannot understand God’s plan as implemented in his universe is an affront to God.
Tuesday, February 17, 2009
RMOUG Notes
My only complaint about both presentations was that when they presented the user test results they neglected to show the full (or even partial) configurations of the servers and disk systems they had tested against. Rather like saying my car is 10 times faster than Joe’s and telling you mine is a 1995 Dodge Avenger and failing to mention Joe’s is a Stanley Steamer. Be that as it may, I still enjoyed the presentations and the best take away was from Kevin’s presentation when he said that “If your current system is fully tuned, has adequate disk resources, and is performing well, the Exadata has nothing to offer you.” An example from kevin would be a 128 CPU Superdome with 128 4GFC HBAs that were being fed by ample XP storage as that would be 51GB/s ingest-capable. Also during Tom’s presentation he admitted the primary target of the Exadata was those shops with row-after-row of Oracle servers followed by a single Netezza or Teradata server or servers.
Essentially the Exadata Database Machine is targeted at the larger (several terabytes) data warehouse that would otherwise be placed on a Netezza or Teradata machine and I couldn’t agree more. However, it would be a fun test to replace the disks in an Exadata cell with a RamSan-500 and see what (if any) additional performance could be gained. After all, the disks are still the limiting factor in the performance of the system. For example, a single Exadata cell tops out at around 2,700 IOPS, according to white papers on the Oracle site; a single RamSan-500 can sustain 100,000 mixed read/write IOPS and 25,000 pure write IOPS with minimal response times. As far as I can tell, no additional smarts are built into the Exadata disk drives in the place of special firmware, such as is supposedly done with EMC systems, so replacing the drives with a single RamSan-500, either set up as 12 LUNs, or as a single large LUN, should be easy.
Another interesting discussion I had during this time frame was with our (Texas Memory Systems) own Matt Key, one of our Storage Applications Engineers, about why adding the Enterprise Flash Drives (EFDs) to arrays produces little if any benefit for large levels of writes. Turns out there is an upward limit on the bandwidth a single disk tray can handle and with the EFDs instead of disk drives the disk tray tops out at around 3000 (between 1600 and 3200) or so IOPS (based on a 64K stripe) so you actually need several trays (with a max of only 4 drives to a tray because of other limits) to get significant write IOPS. For comparison, the RamSan-500 can handle 25,000 sustained write IOPS. Now don’t get me wrong, the EFDs can improve the performance of certain types of loads when compared to a standard array with no EFDs, but if you are write-heavy you may wish to consider other technologies. Note: The calculations are based on a 200 megabyte/second FC-AL bandwidth with 64K writes, since RAID6 is used there are 2-64K writes for each write, 200MBS/64K=3200 IOPS, 200MBS/128K=1600 IOPS. These limitations apply to all array-based EFDs.
The RamSan-500 makes an excellent complement to any enterprise array, especially if you use the preferred read technology to read from the RamSan-500 while writing to both, for example, when you are using array-based replication, such as SRDF, to provide geo-mirroring of the frame to a remote site. By offloading the reads, the number of writes that can be supported by the array can be increased as a factor of the percent of reads in the work load, thus increasing the performance of the entire system. As an example, if you have an 80/20 read/write workload and you offload the 80 percent of reads to the RamSan, this frees up the array to handle a factor of 4 more writes, up to the actual maximum IOPS of the array. This is a 4X increase in I/O with 0-impact to infrastructure or BCVs.
Oh, on February 24-25 I’ll be in Charlotte, NC presenting at the Southeast Oracle Users Convention (SEOUC). My two presentations are: “My Ideal Data Warehouse System” and “Going Solid: Use of Tier Zero Storage in Oracle Databases.” I hope I see you there!
As I digest more of the information I obtained this week, I will try to write more blog entries. So for now I will sign off. Good bye from 37,000 feet over Colorado!
Mike

